The new assignment felt like a betrayal. I stared at the memo, the words blurring before my eyes. They wanted me in the call center? After all the time I'd spent mastering data analysis, my work now was to be answering complaints? A knot formed in my stomach, twisting with each breath.

My hands clenched into fists, the fingernails digging into my palms. I could feel my pulse hammering in my temples. I pushed away from my desk, my chair scraping harshly against the floor. I needed space. I needed air. I walked towards the elevator, my steps heavy, and a feeling of dread washed over me.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296