He’d known, of course, that other authors might take some inspiration from him. He knew it was a risk. But this was beyond inspiration. This was theft. Liam stared at the side-by-side comparisons, posted in a forum dedicated to his work, and felt a coldness creep into his bones. His face became pale.

He slammed his fist on the table, making the monitor shake. The sound echoed in the empty apartment. He stood up, knocking over his chair. He started to pace and felt a heat that threatened to explode through his skin.

He felt like a stranger in his own home. He snatched his coat from the hook by the door and left.

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