“So, that’s it, huh?” David spat the words out, the taste of bile rising in his throat. He held the manuscript, a copy he'd found hidden inside the closet, aloft in the air. The pages fluttered, mocking his incredulity. The novel, *Fractured Souls*, was about them, every agonizing moment, every fight, every misunderstanding, magnified and twisted. And she had described him as a brute.

He tossed the book onto the floor with a vicious thud. He began pacing the room, his shadow stretching and shrinking on the walls. His fists were clenched, and his teeth ground together. He felt utterly exposed, utterly betrayed.

He needed to destroy it.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253