"How dare they?" Michael mumbled, pacing his apartment. The biography, a glossy testament to someone else's perception of him, lay open on the coffee table. He felt exposed, stripped bare. His private life, dissected and displayed.

He ripped the book from the table and hurled it across the room. The pages fluttered open, exposing the lies. He felt a profound sense of outrage, a need to lash out, to make someone pay for this blatant invasion of his privacy.

He grabbed his phone, a furious text forming in his mind, but then deleted it. What was the point? He sat down heavily in his chair, his body slumping. The energy had drained from him. He felt like a puppet.

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