Liam slumped in his chair, the room's celebratory energy pressing in on him. His tie felt too tight, his shoes too small, the whole event a torturous experience. His parents deserved the celebration, of course, but he couldn't find it in himself to share their joy.

He picked at the label on the wine bottle, tracing the intricate design with a bored finger. The party planner's overly enthusiastic greetings grated on his ears. He was asked to give a toast. The prospect filled him with a quiet dread.

Finally, he stood, mumbled a few obligatory pleasantries, and sat back down, relieved to be done. He just wanted to go home.

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