The world seemed to tilt on its axis. Emily clutched the bank statement like a lifeline. He had lied. He had spent months complaining about "cash flow" while amassing a fortune in secrecy. Her stomach churned. Her breath hitched.

She drove, aimlessly at first, the car weaving on the road. The streetlights blurred. She parked at the beach, the familiar sound of the waves now mocking her. Tears streamed down her face, a torrent of silent, unreleased fury. She kicked at the sand, again and again, until her foot throbbed.

The salty air did little to soothe her. She was consumed, devoured.

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