Rain lashed against the windows of Leo's studio, mirroring the tempest inside him. He found the post on Instagram. A vibrant recreation of his "Fractured City" was etched onto a man's bicep. The man had tagged Leo in the post.

His hands shook as he scrolled through the comments: "Amazing!" "So realistic!" "Beautiful!" He slammed his fist onto his desk. A collection of paintbrushes scattered across the floor.

He felt the sudden urge to break something, to destroy, to dismantle. He got up from his chair, and started pacing, his footsteps echoing in the empty studio. He needed to get out.

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