He saw the flashing lights first, a crimson warning against the early morning sky. John, bleary-eyed and halfway through his coffee, watched with mounting fury as a flatbed truck backed into his driveway. A knot twisted in his stomach, a physical manifestation of his gathering rage. He slammed the mug down on the counter, the ceramic clattering against the granite. His breath hitched in his throat.

*No. Absolutely not.* The thought slammed into him, a solid object against his skull. He burst out the door, yelling a string of obscenities that echoed in the otherwise quiet cul-de-sac. The driver, a burly man with a bored expression, merely shrugged. John felt a tidal wave of blood rush into his face, his vision blurring around the edges.

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