The coffee shop was too loud, the cheerful chatter of other patrons grating on her nerves. Emily stirred her latte, watching the foam slowly dissipate. It had been weeks since she'd heard the gossip. Eleanor Harding, her tormentor from elementary school, was a therapist in the city. The very idea twisted something inside her.

She pulled at a loose thread on her jeans, her fingers digging into the fabric. Every so often, she'd catch herself fantasizing about the absurdity of the situation. Eleanor, dispensing advice. Eleanor, hearing about other people's problems. It was maddening.

She took a harsh sip of her coffee, the bitterness doing little to quell the internal turmoil.

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