“Write a book.” Daniel crumpled the list in his hand. His father, a man of few words, had wanted to *write*? The audacity of it, after all the years of silence, of perceived indifference. A burning heat spread through his body.

He went to the window, throwing it open, letting the cold air rush in. He needed to feel something other than this crushing feeling. He wanted to shatter something, to destroy something.

He slammed his fist against the wall, wincing at the impact. He took a few deep breaths, the air stinging his lungs. He was tired of it all. Tired of being the one who cared.

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