He stared at the television screen, the scrolling text announcing the delay a personal betrayal. This was the launch of his new book. He, Arthur Finch, the celebrated author, was supposed to be signing copies, greeting fans, basking in the glow of success. His meticulously crafted speech, honed over weeks, felt like ashes in his mouth.

He crossed his arms, the action a rigid shield against the rising tide of displeasure. The airport lounge, usually a place of potential and excitement, now felt like a prison. He considered calling his publisher, but the thought of explaining himself, of admitting defeat before the battle had even begun, was unbearable. He pressed his lips into a thin, tight line.

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