“This is a joke,” Sarah spat, the words laced with acid. She balled the notice into a fist, crushing the paper into a tight ball. Her breath came in short, shallow gasps, as if she were running a marathon. Her palms were sweating.

She threw the paper at the wall, where it stuck, a white blot against the peeling paint. She grabbed a kitchen knife from the counter, staring at the shining blade. She slammed it down repeatedly into the cutting board. *Crack, crack, crack.*

She threw the knife back on the counter, then ripped open a kitchen drawer, throwing its contents. Spoons, ladles, spatulas clattered to the floor. She needed something to break.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285