He adjusted his tie, the silk suddenly constricting. The room, overflowing with relatives he barely knew, felt stifling. He'd been asked to give a toast, a toast! To his father, a man who'd always seen him as a disappointment. He’d rehearsed, but each sentence felt like a betrayal of his true feelings.

His palms were clammy. The champagne flute felt heavy in his hand. He noticed his sister, beaming, already regaling a group with a story about their childhood. He swallowed, the lump in his throat making it difficult to speak. He tried to raise his glass, but his arm felt weighed down, unresponsive.

"To Dad," he mumbled, his voice cracking. He took a hasty sip of champagne, the bubbles stinging his nostrils. He needed to get out.

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