Interactive listening evidence · Base & Medium

Vocal burst 35: Chuckle, Guffaw, Gurgling

Gemini event spans versus independently predicted Base and Medium spans. Hear the clip and inspect both models’ event labels, 20 ms curves and 192 scores.

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35. Chuckle, Guffaw, Gurgling

EN_WbHdpzmWpBY_W000032

emolia · en/real · 6.72 s · validation split

3 Gemini eventsBase count 2.5Medium count 2.6

Source key: EN_WbHdpzmWpBY_W000032 · Audio SHA256: 2203ac356693f911e7d7003567db8d524a9c81f9d10cc6f425e9aae06c02c813

Gemini annotation · selection aid

0.05–1.25 s: Chuckle · group laugh_soft
3.75–4.65 s: Guffaw · group laugh_loud
5.15–6.35 s: Gurgling · group misc_body

Base predictions

20 ms frame probability; dashed line = 0.5 threshold

0.04–1.34 s: Other / rare burst 12%, Frustrated Groan 11%, Exhausted Groan 10% · onset 0.98
0.10–1.40 s: Other / rare burst 13%, Frustrated Groan 10%, Exhausted Groan 10% · onset 0.60
0.78–1.62 s: Exasperated Sigh 16%, Other / rare burst 13%, Sharp Inhale 6% · onset 0.52
2.90–3.50 s: Chuckle 11%, Sharp Inhale 11%, Breathy Giggle 10% · onset 0.52
2.98–3.64 s: Sharp Inhale 14%, Exasperated Sigh 9%, Breathy Giggle 7% · onset 0.77
3.22–4.10 s: Exasperated Sigh 16%, Sharp Inhale 9%, Snort 5% · onset 0.54
3.46–4.46 s: Cackle 25%, Guffaw 10%, Scream 9% · onset 0.68
3.58–4.72 s: Cackle 51%, Guffaw 21%, Scream 8% · onset 0.61
3.64–4.52 s: Cackle 42%, Guffaw 14%, Scream 9% · onset 0.71
3.74–4.72 s: Cackle 58%, Guffaw 22%, Scream 6% · onset 0.91
3.80–4.88 s: Cackle 68%, Guffaw 24%, Scream 2% · onset 0.83
3.92–5.22 s: Cackle 64%, Guffaw 27%, Scream 2% · onset 0.88
3.98–5.24 s: Cackle 65%, Guffaw 27%, Scream 1% · onset 0.96
4.04–5.08 s: Cackle 67%, Guffaw 26%, Scream 1% · onset 0.65
4.96–5.90 s: Other / rare burst 18%, Effort Grunt 11%, Growl 10% · onset 0.67
5.02–6.12 s: Other / rare burst 17%, Effort Grunt 10%, Frustrated Groan 9% · onset 0.70
5.08–5.88 s: Other / rare burst 15%, Effort Grunt 11%, Growl 9% · onset 0.77
5.20–6.30 s: Other / rare burst 11%, Chuckle 10%, Childlike Giggle 8% · onset 0.75
5.26–6.26 s: Other / rare burst 12%, Chuckle 9%, Effort Grunt 8% · onset 0.52
6.10–6.72 s: Breathy Giggle 24%, Chuckle 22%, Guffaw 20% · onset 0.79
6.22–6.72 s: Guffaw 23%, Chuckle 21%, Breathy Giggle 17% · onset 0.62
6.30–6.72 s: Chuckle 23%, Guffaw 23%, Breathy Giggle 15% · onset 0.53
6.36–6.72 s: Chuckle 25%, Guffaw 17%, Cackle 17% · onset 0.78
6.46–6.72 s: Chuckle 30%, Cackle 18%, Guffaw 13% · onset 0.70
6.52–6.72 s: Chuckle 32%, Cackle 14%, Guffaw 11% · onset 0.55

Frame-positive regions: 2 · CPS 8.29 · Orange timbre cosine 0.799 · identity cosine 0.525

Medium predictions

20 ms frame probability; dashed line = 0.5 threshold

0.00–1.08 s: Chuckle 12%, Frustrated Groan 10%, Other / rare burst 9% · onset 0.97
3.26–4.52 s: Cackle 59%, Guffaw 16%, Cough 6% · onset 0.74
3.34–4.56 s: Cackle 63%, Guffaw 18%, Cough 4% · onset 0.62
3.44–4.36 s: Cackle 50%, Guffaw 14%, Cough 9% · onset 0.76
3.50–4.48 s: Cackle 64%, Guffaw 18%, Cough 4% · onset 0.67
3.58–4.88 s: Cackle 67%, Guffaw 27%, Cough 1% · onset 0.71
3.74–5.12 s: Cackle 66%, Guffaw 28%, Cough 1% · onset 0.83
3.84–5.02 s: Cackle 66%, Guffaw 30%, Growl 1% · onset 0.78
3.92–5.26 s: Cackle 63%, Guffaw 31%, Growl 1% · onset 0.74
3.98–5.36 s: Cackle 60%, Guffaw 32%, Growl 1% · onset 0.85
4.08–5.30 s: Cackle 59%, Guffaw 34%, Growl 1% · onset 0.66
5.02–5.94 s: Other / rare burst 11%, Growl 9%, Chuckle 9% · onset 0.63
5.14–6.22 s: Chuckle 15%, Other / rare burst 10%, Growl 7% · onset 0.58
5.22–6.30 s: Chuckle 18%, Other / rare burst 10%, Guffaw 7% · onset 0.65
5.98–6.72 s: Chuckle 28%, Cackle 22%, Guffaw 21% · onset 0.57
6.14–6.72 s: Chuckle 28%, Cackle 23%, Guffaw 19% · onset 0.56
6.20–6.72 s: Chuckle 27%, Cackle 25%, Guffaw 19% · onset 0.51

Frame-positive regions: 3 · CPS 8.29 · Orange timbre cosine 0.855 · identity cosine 0.609

All 192 scalar scores: Base and Medium raw plus reference z

Target	Base raw	Base z	Medium raw	Medium z
`emo_Affection`	0.26	0.45	0.35	0.60
`emo_Amusement`	3.64	4.11	3.53	3.99
`emo_Anger`	0.14	0.23	0.17	0.27
`emo_Astonishment_Surprise`	1.62	2.82	1.49	2.59
`emo_Awe`	0.13	0.30	0.11	0.27
`emo_Bitterness`	0.06	0.11	0.05	0.09
`emo_Concentration`	0.43	-0.27	0.49	-0.19
`emo_Confusion`	0.48	0.89	0.51	0.94
`emo_Contemplation`	0.19	0.18	0.27	0.31
`emo_Contempt`	0.05	0.11	0.10	0.21
`emo_Contentment`	0.39	0.77	0.97	1.88
`emo_Disappointment`	0.24	0.34	0.15	0.22
`emo_Disgust`	0.06	0.11	0.10	0.19
`emo_Distress`	0.53	0.64	0.27	0.33
`emo_Doubt`	0.38	0.81	0.50	1.05
`emo_Elation`	1.90	2.59	1.91	2.61
`emo_Embarrassment`	0.09	0.12	0.15	0.26
`emo_Emotional_Numbness`	0.04	0.04	0.04	0.04
`emo_Fatigue_Exhaustion`	0.37	0.64	0.21	0.34
`emo_Fear`	0.20	0.30	0.07	0.10
`emo_Helplessness`	0.41	0.60	0.25	0.37
`emo_Hope_Enthusiasm_Optimism`	0.78	0.87	1.18	1.40
`emo_Impatience_and_Irritability`	0.46	0.45	0.39	0.34
`emo_Infatuation`	0.04	0.10	0.03	0.08
`emo_Interest`	2.05	0.50	1.86	0.30
`emo_Intoxication_Altered_States_of_Consciousness`	0.45	0.85	0.22	0.44
`emo_Jealousy_and_Envy`	0.03	-0.06	0.02	-0.10
`emo_Longing`	0.06	-0.04	0.02	-0.10
`emo_Malevolence_Malice`	0.23	0.32	0.15	0.17
`emo_Pain`	0.32	0.55	0.06	0.11
`emo_Pleasure_Ecstasy`	0.32	0.49	0.46	0.73
`emo_Pride`	0.32	0.62	0.42	0.83
`emo_Relief`	0.30	0.39	0.38	0.51
`emo_Sadness`	0.09	0.12	0.08	0.11
`emo_Sexual_Lust`	-0.02	-0.10	0.01	-0.04
`emo_Shame`	0.04	0.06	0.05	0.08
`emo_Sourness`	0.04	0.10	0.07	0.17
`emo_Teasing`	2.54	4.67	2.59	4.76
`emo_Thankfulness_Gratitude`	-0.06	-0.14	0.02	-0.03
`emo_Triumph`	0.42	0.82	0.42	0.82
`vn_AGEV_reg`	3.22	0.19	3.34	0.29
`vn_AROU_reg`	4.50	1.86	4.36	1.74
`vn_ARSH_reg`	3.06	0.56	2.98	0.46
`vn_ATCK_reg`	4.19	1.56	4.19	1.56
`vn_BKGN_reg`	3.15	0.58	3.10	0.52
`vn_BRGT_reg`	3.56	1.93	3.29	1.59
`vn_CHNK_reg`	2.07	0.18	2.17	0.26
`vn_CLRT_reg`	3.05	1.09	2.77	0.79
`vn_COGL_reg`	1.06	-0.97	0.81	-1.21
`vn_DARC_reg`	3.70	1.51	3.63	1.46
`vn_DFLU_reg`	1.36	-0.96	1.50	-0.83
`vn_EMPH_reg`	4.22	1.06	3.98	0.90
`vn_ESTH_reg`	2.85	0.57	3.04	0.82
`vn_EXPL_reg`	0.16	0.22	0.23	0.46
`vn_FOCS_reg`	4.15	1.64	4.15	1.64
`vn_FULL_reg`	3.49	1.93	3.52	1.96
`vn_GEND_reg`	4.76	0.45	5.32	0.80
`vn_HARM_reg`	2.71	0.28	2.65	0.21
`vn_METL_reg`	2.20	0.60	2.13	0.53
`vn_RANG_reg`	4.23	1.47	4.20	1.43
`vn_RCQL_reg`	3.34	0.66	3.11	0.40
`vn_REGS_reg`	2.14	0.75	1.29	0.08
`vn_RESP_reg`	3.69	0.96	3.58	0.85
`vn_ROUG_reg`	3.43	1.58	3.51	1.67
`vn_R_CHST_reg`	3.08	1.12	3.40	1.50
`vn_R_HEAD_reg`	2.26	0.13	2.17	0.03
`vn_R_MASK_reg`	2.59	0.67	2.55	0.64
`vn_R_MIXD_reg`	3.21	2.11	3.10	1.98
`vn_R_NASL_reg`	1.74	-1.01	1.91	-0.84
`vn_R_ORAL_reg`	3.32	1.54	3.31	1.52
`vn_R_THRT_reg`	3.53	1.82	3.77	2.12
`vn_SMTH_reg`	2.51	0.33	2.51	0.33
`vn_STNC_reg`	3.75	0.98	3.69	0.93
`vn_STRU_reg`	2.11	-0.03	2.34	0.21
`vn_S_ASMR_reg`	-0.14	-1.07	-0.45	-1.29
`vn_S_AUTH_reg`	2.15	1.02	2.21	1.08
`vn_S_CART_reg`	2.55	0.71	2.59	0.74
`vn_S_CASU_reg`	4.16	0.29	4.11	0.25
`vn_S_CONV_reg`	3.71	0.85	3.14	0.42
`vn_S_DRAM_reg`	3.75	0.90	3.76	0.91
`vn_S_FORM_reg`	0.11	-1.06	0.17	-1.01
`vn_S_MONO_reg`	1.02	-1.41	1.39	-1.11
`vn_S_NARR_reg`	0.07	-0.85	0.16	-0.79
`vn_S_NEWS_reg`	-0.04	-0.79	-0.09	-0.87
`vn_S_PLAY_reg`	3.63	0.97	3.82	1.12
`vn_S_RANT_reg`	1.68	0.36	1.39	0.14
`vn_S_STRY_reg`	0.90	-1.15	0.85	-1.19
`vn_S_TECH_reg`	0.23	-0.34	0.23	-0.34
`vn_S_WHIS_reg`	-0.06	-1.02	-0.16	-1.08
`vn_TEMP_reg`	3.78	1.39	3.80	1.42
`vn_TENS_reg`	3.82	2.65	3.97	2.84
`vn_VALN_reg`	3.12	0.71	3.76	1.28
`vn_VALS_reg`	3.02	0.47	3.41	0.82
`vn_VFLX_reg`	3.04	0.65	2.99	0.61
`vn_VOLT_reg`	3.23	0.72	3.30	0.81
`vn_VULN_reg`	1.90	-0.76	2.11	-0.55
`vn_WARM_reg`	2.61	0.04	2.69	0.12
`genuineness_0_6`	4.37	1.26	4.41	1.28
`blend_0_10`	7.47	0.29	7.68	0.37
`R_quality`	0.78	-0.93	0.78	-0.92
`eiv_extra:Age`	2.59	-2.26	2.69	-1.90
`eiv_extra:Arousal`	3.07	4.09	3.02	3.97
`eiv_extra:Authenticity`	2.73	0.44	2.74	0.49
`eiv_extra:Background_Noise`	0.99	0.70	0.98	0.64
`eiv_extra:Confident_vs._Hesitant`	1.83	2.62	1.76	2.39
`eiv_extra:Gender`	-0.64	-0.02	-0.66	-0.04
`eiv_extra:High-Pitched_vs._Low-Pitched`	1.55	-1.09	1.58	-1.01
`eiv_extra:Monotone_vs._Expressive`	3.04	2.51	3.00	2.43
`eiv_extra:Recording_Quality`	1.37	-2.33	1.45	-2.08
`eiv_extra:Serious_vs._Humorous`	2.73	5.29	2.72	5.25
`eiv_extra:Soft_vs._Harsh`	0.49	0.65	0.57	0.89
`eiv_extra:Submissive_vs._Dominant`	0.34	-0.10	0.40	0.08
`eiv_extra:Valence`	0.86	2.26	1.53	4.00
`eiv_extra:Vulnerable_vs._Emotionally_Detached`	0.85	-1.98	0.92	-1.81
`eiv_extra:Warm_vs._Cold`	0.30	0.83	0.41	1.20
`eiv_extra:score_background_quality`	2.48	-1.19	2.63	-0.97
`eiv_extra:score_content_enjoyment`	4.28	-0.74	4.22	-0.95
`eiv_extra:score_overall_quality`	2.07	-1.15	2.16	-0.97
`eiv_extra:score_speech_quality`	1.83	0.18	1.82	0.08
`audiobox:CE`	4.57	-0.22	4.37	-0.42
`audiobox:CU`	5.61	-0.04	5.23	-0.42
`audiobox:PC`	2.95	0.38	2.61	0.17
`audiobox:PQ`	6.49	-0.64	6.29	-0.86
`dnsmos:SIG_raw`	3.62	-0.43	3.68	-0.34
`dnsmos:BAK_raw`	2.21	-0.89	2.24	-0.86
`dnsmos:OVRL_raw`	2.38	-0.86	2.45	-0.78
`dnsmos:SIG`	3.32	-0.34	3.35	-0.27
`dnsmos:BAK`	2.50	-0.96	2.57	-0.89
`dnsmos:OVRL`	2.31	-0.87	2.38	-0.77
`dnsmos:P808_MOS`	2.88	-1.09	2.90	-1.04
`burst_count_log1p`	1.25	1.93	1.28	1.98
`voiceclap_attribute:Affection`	0.24	-1.27	0.49	-0.83
`voiceclap_attribute:Age`	2.74	-0.89	2.74	-0.90
`voiceclap_attribute:Amusement`	2.85	4.29	3.02	4.60
`voiceclap_attribute:Anger`	0.48	-1.02	0.21	-1.55
`voiceclap_attribute:Arousal`	3.03	2.59	3.06	2.64
`voiceclap_attribute:Astonishment_Surprise`	0.82	0.65	0.99	1.00
`voiceclap_attribute:Authenticity`	2.81	0.24	2.80	0.15
`voiceclap_attribute:Awe`	-0.07	-2.34	0.05	-1.87
`voiceclap_attribute:Background_Noise`	0.89	1.23	0.91	1.30
`voiceclap_attribute:Bitterness`	0.19	-1.72	0.03	-2.39
`voiceclap_attribute:Concentration`	0.76	-0.85	0.76	-0.86
`voiceclap_attribute:Confident_vs._Hesitant`	1.50	0.91	1.57	1.08
`voiceclap_attribute:Confusion`	0.19	-1.37	0.30	-1.02
`voiceclap_attribute:Contemplation`	0.11	-1.65	0.26	-1.29
`voiceclap_attribute:Contempt`	0.30	-1.21	0.25	-1.35
`voiceclap_attribute:Contentment`	0.69	0.32	0.96	1.22
`voiceclap_attribute:Disappointment`	0.15	-2.09	-0.00	-2.62
`voiceclap_attribute:Disgust`	0.10	-2.52	0.03	-2.86
`voiceclap_attribute:Distress`	0.67	-0.74	0.43	-1.42
`voiceclap_attribute:Doubt`	0.23	-1.61	0.34	-1.04
`voiceclap_attribute:Elation`	1.26	1.81	1.12	1.46
`voiceclap_attribute:Embarrassment`	0.14	-0.52	0.21	-0.30
`voiceclap_attribute:Emotional_Numbness`	-0.07	-2.76	-0.03	-2.60
`voiceclap_attribute:Fatigue_Exhaustion`	0.54	0.30	0.36	-0.40
`voiceclap_attribute:Fear`	0.18	-2.06	0.18	-2.04
`voiceclap_attribute:Gender`	-0.46	-0.31	-0.96	-0.80
`voiceclap_attribute:Helplessness`	0.24	-1.57	0.16	-1.85
`voiceclap_attribute:High-Pitched_vs._Low-Pitched`	1.70	-0.38	1.85	0.02
`voiceclap_attribute:Hope_Enthusiasm_Optimism`	0.91	0.51	0.91	0.52
`voiceclap_attribute:Impatience_and_Irritability`	0.68	-0.68	0.32	-1.35
`voiceclap_attribute:Infatuation`	-0.17	-2.34	0.04	-1.71
`voiceclap_attribute:Interest`	1.72	0.28	1.90	0.68
`voiceclap_attribute:Intoxication_Altered_States_of_Consciousness`	0.21	-0.62	0.17	-0.71
`voiceclap_attribute:Jealousy_&_Envy`	-0.01	-2.18	0.02	-2.07
`voiceclap_attribute:Longing`	-0.19	-3.31	-0.10	-2.92
`voiceclap_attribute:Malevolence_Malice`	0.15	-1.98	0.11	-2.09
`voiceclap_attribute:Monotone_vs._Expressive`	3.16	2.33	3.29	2.55
`voiceclap_attribute:Pain`	0.28	-0.45	0.20	-0.81
`voiceclap_attribute:Pleasure_Ecstasy`	0.44	-0.21	0.53	0.10
`voiceclap_attribute:Pride`	0.70	-0.24	0.75	-0.07
`voiceclap_attribute:Recording_Quality`	1.61	-2.16	1.57	-2.28
`voiceclap_attribute:Relief`	0.24	-1.88	0.39	-1.54
`voiceclap_attribute:Sadness`	-0.04	-2.53	-0.14	-2.84
`voiceclap_attribute:Serious_vs._Humorous`	2.84	3.58	2.88	3.65
`voiceclap_attribute:Sexual_Lust`	-0.05	-1.64	0.05	-1.40
`voiceclap_attribute:Shame`	0.00	-1.86	0.05	-1.68
`voiceclap_attribute:Soft_vs._Harsh`	0.16	0.00	0.17	0.02
`voiceclap_attribute:Sourness`	0.29	-1.45	0.17	-1.83
`voiceclap_attribute:Submissive_vs._Dominant`	0.87	0.70	0.97	0.98
`voiceclap_attribute:Teasing`	1.52	2.57	1.57	2.73
`voiceclap_attribute:Thankfulness_Gratitude`	-0.09	-2.78	-0.17	-2.94
`voiceclap_attribute:Triumph`	0.56	-0.43	0.71	-0.01
`voiceclap_attribute:Valence`	0.82	1.30	1.01	1.60
`voiceclap_attribute:Vulnerable_vs._Emotionally_Detached`	1.01	-1.12	0.93	-1.27
`voiceclap_attribute:Warm_vs._Cold`	0.31	0.94	0.36	1.08
`voiceclap_attribute:duration`	7.33	-0.56	8.84	-0.33
`voiceclap_attribute:score_background_quality`	2.74	-1.01	2.71	-1.08
`voiceclap_attribute:score_content_enjoyment`	4.67	0.07	4.63	-0.21
`voiceclap_attribute:score_overall_quality`	2.16	-1.16	2.18	-1.10
`voiceclap_attribute:score_speech_quality`	1.93	0.51	1.90	0.10
`voiceclap_attribute:talking_speed`	9.68	0.17	8.12	-0.24

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