The email sat in his inbox, glowing neon. He’d scrolled through it twice, each time the words searing themselves into his brain. "Dr. Emily Carter, Licensed Therapist." And then her maiden name. *Her* maiden name. It was the same as the girl who, during adolescence, had made his life a misery. The image of her, always perfectly coiffed, her voice always dripping with condescension, flashed behind his eyes.

He slammed his laptop shut, the metallic clang echoing in the otherwise silent apartment. He paced the small living room, the worn carpet offering little comfort. He couldn't go. He simply couldn't. But the thought of *her*, the potential for more of the same, fueled a strange mixture of anger and... curiosity? No. He refused to admit to that.

He started typing a reply.

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