A muscle in her jaw was twitching. The invitation, now crumpled in her hand, mocked her. She had spent weeks organizing every detail, and now, it seemed, all her hard work would be in vain. Her friend, Susan, was having a party. On the same day.

She walked to the kitchen and grabbed a glass, the coldness offering little relief. She poured herself some water, but her thirst had not been quenched. The idea of a divided guest list, of overshadowed celebrations, created a knot in her stomach.

She slammed the glass down on the counter, the sound sharp and sudden. She needed to take a walk, to clear her head. But before she could move, the phone rang, the unexpected noise making her jump.

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