The world seemed to tilt on its axis for Ethan. His carefully guarded secrets, written in ink, laid bare. He saw the faint fingerprint smudges on the cover. He felt a surge of pure, unadulterated fury. The air around him crackled. His roommate, Kevin, was sitting at the computer, headphones on, seemingly engrossed in a game.

Ethan walked over to the computer, his fists clenched at his sides. He yanked off Kevin's headphones. "Did you read my journal?" he demanded, his voice dangerously low.

Kevin flinched, turning around. “What? No! Why would you think that?”

Ethan pointed at the open journal on his desk. "Because it was out of place. Because I *know* you have no respect for boundaries." He could feel the pulse in his temple throbbing.

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