He stared at the billboard, his face etched with a fury he rarely displayed. His comic book character, the one he spent years crafting, reduced to a cheap advertisement for sugary cereal. A wave of nausea hit him.

The artist's carefully constructed narrative, the depth of emotion he poured into the stories, now flattened, cheapened. The city around him seemed to blur, distorted through a haze of rage. He felt a sharp, unexpected twitch in his left eye.

He kicked a nearby trash can, sending it clattering across the pavement. It was a small act, but it felt good.

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