“I feel so much closer to God now,” his wife had announced, her voice filled with a reverence that felt like a slap in the face. She had joined a charismatic Christian church. He could not.

He felt a cold wave of annoyance wash over him. His fingers, usually steady, fumbled with his car keys, dropping them twice. He found himself picking them up and dropping them again. He kicked the tire of his car, the sound echoing in the empty driveway. Why couldn’t she just… be the same? Why this massive change?

He drove, the engine a low growl of his frustration. The familiar route, usually comforting, now seemed alien and hostile. He switched the radio on, the music a meaningless distraction from the internal turmoil.

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