John sat hunched over his laptop, his face illuminated by the cold glow of the screen. He had been meticulously curating his online presence, carefully cultivating a certain image. And now, Mr. Garcia, his debate coach, was watching his Instagram stories. The man had seen him do a drunken karaoke video and now liked it. A cold wave washed over him. He felt exposed, violated.

He slammed his laptop shut, the sound echoing in his small bedroom. He pictured Mr. Garcia, smug and knowing. He wanted to dismantle everything, to erase his digital footprint, to disappear entirely.

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