The aroma of freshly printed paper usually soothed his senses, but not today. His new office in the publications department smelled of stale ink and resentment. He stared at the stacks of paper, a stark reminder of his unwanted transfer. He’d loved his job as a proofreader.

He rested his head on his hand, his elbow on the desk. He felt a profound sense of inertia. He had no desire to touch the piles of papers. He felt weighed down, a prisoner in a space he did not want to occupy.

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