He’d recognized the name almost instantly. "David?" she’d said, her voice strained. She felt a heat creep up her neck as she recalled his sneering face from the schoolyard. The playground, the scene of so many humiliations, suddenly seemed to shrink her back to her twelve-year-old self. Now, he was Dr. Miller, licensed therapist. The irony was almost too much to bear.

She leaned back in the chair, her arms crossed, as he began to ask the usual probing questions. "So, tell me what brings you in today?" she asked, her voice laced with sarcasm. The room felt suddenly small, the air thick with unspoken memories.

He didn't flinch. Of course he didn’t. He was a professional now. He probably practiced looking empathetic in the mirror. She knew how he operated and his calm demeanor didn't make her feel any better.

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