"Unsuitable for our list." The phrase, so innocuous, was a weapon. It had been used to destroy all of Leo’s hard work, all the hours he'd sacrificed, all the dreams he'd held. He slammed his fist on the table, the old wood groaning beneath the impact. Dust motes danced in the shaft of sunlight that illuminated the room and he saw them as tiny, mocking reminders of his effort. His jaw clenched, and he pictured himself at the publisher's office, a small, dark figure bent over his desk. He wanted to shake them by the shoulders, to scream until they understood.

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