Liam stared at the cover of his journal, the worn leather suddenly seeming to mock him. His stomach twisted into a knot. He’d left it on the bed, carelessly, assuming it was safe. Now, he noticed a subtle crease on the corner of the front page. His roommate, Mark, was lounging on his own bed, scrolling through his phone, completely nonchalant.

Liam cleared his throat, the sound a dry rasp. “Did you… uh… were you looking at my journal earlier?” He tried to sound casual, but the words felt tight and constricted. Mark glanced up, his expression blank.

“No? Why would I do that?” he said, his voice light and airy. Liam swallowed, the knot in his stomach tightening further. He found he had to look away. He crossed his arms, the gesture intended to keep him separate, to build a wall.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203