"Can you believe this?" Michael muttered, holding up the handwritten note. "Noise complaints! From *them*." He gestured towards the bland, identical unit next door. He felt a sudden, inexplicable burning in his gut. His band had been practicing, yes, but they were almost ready to play a paying gig.

He tossed the note on the coffee table. His bandmates looked at him, their expressions mirroring his own. He rubbed his temples, the muscles tight and throbbing. "Forget it," he said, his voice sharp. He switched off the amp. He felt a sudden, intense craving for a beer. He wasn't giving up, but this felt, somehow, like a defeat.

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