He re-read the email, his jaw clenching. The automated pizza cutter! He'd poured his heart and soul into that thing. The denial confirmation felt like a personal insult. He kicked his toolbox across the garage, the metal clanging against the concrete floor.

He paced the length of the garage, his hands balling into fists. He felt a throbbing sensation in his temples. He needed to do something, anything to alleviate the pressure. He slammed his fist against the wall, leaving a dent in the drywall.

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