"Well, that's just a damn insult," muttered Sarah, staring at the dreaded envelope. The bold print felt like a personal attack. Her jaw tightened, and she felt a tremor run through her arms.

The notice lay on her kitchen table, next to a half-eaten bowl of cereal. Sunlight streamed through the window, illuminating the dust motes dancing in the air, a stark contrast to the darkness that had descended on her mood. She slammed her fist on the table, the force rattling the flimsy structure.

She yanked open the drawer where she kept her bills, throwing its contents across the room. Her carefully organized life, unraveling before her eyes. The injustice of it all.

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