The insistent buzzing made her jump, a jolt of pure frustration shooting through her. She slammed the window shut, the glass rattling in its frame, as if it could somehow hold back the noise.

She began to pace her small apartment, a whirlwind of restless energy. Her hands clenched and unclenched. She felt trapped, hemmed in by the incessant racket.

She imagined the construction workers, their happy chatter, their lack of consideration. She wanted them to… to disappear. To go away. Now.

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