The world seemed to tilt on its axis for Ethan. His idol, the writer he’d revered for years, had been exposed. He found himself staring at the evidence, a carefully compiled list of similarities between his own work and the published novel. He felt a deep, wrenching pain.

He rose from his chair, unable to sit still. He wanted to run, to scream, to lash out. Instead, he went to the window and stared out at the city.

He wanted to believe it wasn’t true. He wanted to wake up from this nightmare. He felt a hollow ache in his chest, a profound sense of loss, and the slow, insidious burn of fury starting to consume him.

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