"He's coming for dinner," her father had stated, as casually as one might announce the weather. Sarah’s hands, usually steady as she poured tea, began to tremble, and she nearly spilled the scalding liquid. Her father, oblivious as ever, kept talking about how “charming” and “accomplished” this newly discovered son of his was. She forced a smile, but the muscles in her face felt tight, strained. Later, alone in her room, she ripped a carefully crafted painting in half, scattering shards of canvas across the floor. The fury within her was a physical thing, a knot twisting in her stomach.

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