The flyer, plastered across the community board, declared James's party. My birthday. I had spent weeks preparing for my own, a quiet night, spent reading and relaxing. Now, his raucous party, with promises of loud music and overflowing drinks, loomed over my plans like a storm cloud.

I clenched my jaw, my teeth grinding together. I looked at the colorful invitation, and the words swam before my eyes. My stomach churned. The injustice of it all, the complete lack of consideration, ignited a spark of anger within me.

I ripped the flyer in half, then in half again, and again, until it was nothing but scraps. I would not allow his inconsideration to ruin everything.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290