The notification. "Brad Olsen sent you a friend request." Karen stared at the screen, her expression hardening. Brad. The one who had humiliated her in front of the entire class during the senior prom. The memory, still raw, felt like a fresh wound. She felt a shiver run down her spine.

She spun around, the sudden movement knocking over her coffee cup. Coffee splashed across the desk. She didn't care. She felt a surge of energy, a need for action. She wanted to erase it from her memory, but also confront the man.

She marched over to her phone, her fingers trembling as she picked it up. She had to compose herself. She had to choose her reaction carefully.

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