Her mouth was a tight line, her eyes narrowed. The crisp paper felt cold and repulsive. The landlord, a man with a perpetually condescending expression, had finally reached his goal. “I’ll show him,” she thought, her teeth grinding together.

She tore the notice into tiny pieces, then scattered the fragments onto the floor. She grabbed her favorite mug, the one with the chipped handle, and flung it against the wall, the ceramic shattering into a million pieces.

She started pacing, her hands clenched into fists, her mind racing, plotting.

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