He’d left the manuscript open on the coffee table. *The Bitter Bloom* – the title alone sent a wave of heat surging through Clara’s veins. It was her life, her history, her deepest insecurities, laid bare for… well, who? The literary world? His friends? Every single detail was a distorted reflection of their shared reality. It was a violation.

Clara’s jaw tightened. She picked up a coaster and threw it across the room; it shattered against the wall. A searing pain erupted in her chest. She sank into the sofa, burying her face in her hands. This was a nightmare.

She heard the key turn in the lock. Suddenly, she was overcome with the urge to flee.

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