He stared at the card. It was one of those cards with the musical chip that played "Happy Birthday." The tune, looped endlessly, seemed to mock him. The entire situation left a bad taste in his mouth. He felt a sudden heat rise to his face.

He picked up the card, his fingers drumming on the cheap paper. He felt a building frustration, a pressure behind his eyes. He went to the kitchen and grabbed a hammer, bringing it back to the table.

He put the card on the floor and smashed it with the hammer, the plastic card exploding into pieces. He felt a momentary satisfaction, quickly followed by a deepening sadness.

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