The printer spat out the final page of the manuscript. Another rejection. The words, so familiar by now, seemed to sneer at him from the page. His blood ran hot, the rage a tangible thing. He grabbed the stack of papers and ripped them in half, then again, and again, until a flurry of white confetti covered the floor. He needed a way to release the tension, a way to make the frustration that was boiling inside him go away. He went to the kitchen and began to wash the dishes with more force than was necessary, the clatter of the plates and cutlery echoing through his apartment.

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