The attic felt like a tomb. Dust motes danced in the lone ray of sun, each one a tiny, mocking reminder of the life he felt he wasn’t living. His shoulders slumped as he hauled the box out from under a pile of insulation.

Inside, a collection of porcelain dolls, their painted eyes staring out with uncanny cheerfulness. The whole room seemed to press in on him.

He slammed the box shut. A sharp burst of anger shot through him. "What does it even matter?" he whispered, his voice barely audible. He turned, the dolls an unwanted audience to his despair.

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