The dinner party was a disaster. Sarah sat at the table, picking at the food, the vibrant chatter of her classmates a distant, annoying buzz. Her essay, the centerpiece of the evening, was being praised. She felt a need to be somewhere else.

The air in the room felt stuffy, the lights too bright. She listened to the compliments, each one a tiny stab. Each person seemed so genuine.

"You captured the essence of the college experience," someone said, raising a glass.

She managed a weak smile, lifting her own glass of water. It tasted of nothing. She excused herself, retreating to the balcony.

The city lights twinkled in the distance, a dazzling display that failed to soothe the unease twisting in her gut. She took a deep breath, trying to dispel the feeling. It was no use.

Emotion: sullen

Cluster: Sadness / Despair
PC1 (Valence): -1.51 Negative
PC2 (Disposition): -0.22

Role in Research

This story is one of 1,000 stories generated for the emotion sullen. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 sullen stories, after denoising with neutral dialogue baselines, produces the sullen emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sullen vector is projected through the unembedding matrix.

Promoted:
S0.404
😞0.282
’0.254
:(0.233
无法0.215
Suppressed:
de-0.539
!-0.276
la-0.263
🤩-0.225
que-0.216