The interview had been excruciating. Sitting across from the hiring manager, a woman with a saccharine smile, felt like a deliberate act of cruelty. Then Sarah had walked in, bright and bubbly. He wanted to scream. He *wanted* to.

He excused himself from the room, the polite facade he’d been wearing cracking. His vision swam. He needed air. He found a fire escape, clambering up the metal steps with a ferocity that belied his usual calm demeanor.

The city sprawled beneath him, a dizzying array of lights and shadows. He slammed his fist against the cold brick wall, the pain a tiny, welcome distraction. He should have known. He should have seen it coming.

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