The anger began as a slow burn in his stomach and quickly spread. He’d known his uncle as a gruff, taciturn man. The photographs, however, revealed a different story. The man in the pictures was smiling, laughing, cavorting with women.

He threw the album across the room, the sound echoing in the otherwise silent house. The photographs landed in a heap, mocking him. He began to pace, his steps rapid and unsteady.

He picked up a heavy lamp from a side table and hurled it against the wall. Shattered glass rained down around him. He needed an outlet, a way to make the resentment inside him recede.

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