The editor’s note – a scribbled postscript at the bottom of the rejection – felt like a personal affront. *Rewrite the ending.* As if her ending, her *vision*, wasn't perfect! Thomas slammed the laptop shut, the metallic click echoing through his study. A wave of nausea rolled over him. He felt something constrict in his chest.

He stormed outside, slamming the door behind him. The sun, previously a source of joy, now seemed to mock him with its brightness. He kicked a loose stone across the driveway, hearing it scrape against the asphalt. He started walking faster, trying to outrun the feeling, but the anger was a shadow, clinging to him.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260