“Look at this beauty!” the tattoo artist had written beneath the picture of her work. He felt his face flush hot, then cold. It was the exact image of his art, the colors, the composition, the strokes, all mirrored. A perfect copy, and he didn’t know who was behind it.

He clicked his tongue, a frustrated sound, and felt his head begin to ache. He wanted to scream, to lash out, to make someone pay. He wanted to rip the tattoo off the skin himself.

His fingers flew across his keyboard, crafting a scathing comment. He deleted it, rewriting another one, and then another. He slammed his laptop shut, and threw himself back in his chair.

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