The clatter of the keyboard echoed in the empty room. She’d been typing a scathing rebuttal to a social media troll who’d been relentlessly attacking her work. She’d meant to direct message it to her friend, who would appreciate the catharsis. Instead, she’d sent it to the troll himself.

Her face flushed crimson, the heat radiating outwards. She sat there, frozen, the cursor blinking mockingly on the screen. She thought of the troll’s inevitable response, the further taunts, the barrage of negativity. Her fingers clenched into fists.

She wanted to smash something, anything. She needed to escape. The air felt thick, charged with an invisible pressure. She could barely swallow.

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