The air was thick with the scent of expensive perfume and forced smiles. He kept his hands in his pockets, resisting the urge to clench his fists. He kept replaying the conversation he’d had with his mother earlier in the week. He felt a sharp pang in his chest.

The speech was ready, polished, full of the appropriate platitudes. But each word felt like a betrayal of the truth. He looked at his father, his face etched with contentment. He felt a knot tighten in his stomach.

When his turn came, he spoke about his father's achievements. He felt the words stick in his throat. He wished he'd never agreed to come.

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