The dinner party was a disaster. Aunt Carol was wearing a headscarf, and she kept correcting everyone's table manners. I felt a pressure building behind my eyes. I was supposed to be happy for her. I knew the rules.

The conversation revolved around spiritual purity and the evils of materialism. My plate remained untouched, my appetite gone.

I pushed back my chair, scraping it loudly against the floor. I mumbled something about needing air. The way the light caught her face… it was too much. The entire situation felt… wrong. I had to get away.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184