The morning air felt thick, heavy like a wet blanket, as David trudged towards the school. Another school year, another batch of parent-teacher meetings. Honestly, the whole ordeal left a bitter taste in his mouth. He adjusted his tie, the knot feeling impossibly tight.

He'd promised Sarah he'd go, a promise he regretted making the instant he’d heard the teacher's name. Mrs. Gable. Just the memory of her sharp, critical voice from his own childhood sent a shiver down his spine. Why did everything have to be so difficult?

The school hallways, exactly as he remembered, were a whirlwind of noise and small, chaotic bodies. He found the classroom, the same room he’d endured countless hours in, and knocked. When Mrs. Gable opened the door, her face a mask of practiced politeness, David's breath hitched. He forced a smile.

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