He slammed his textbook shut, the sound echoing in the otherwise silent library. A wave of heat washed over Michael. His jaw tightened, and he found himself grinding his teeth. The professor, a man he'd once admired, had just accused him of stealing someone else’s thoughts.

His stomach lurched. He ran a hand through his already messy hair, leaving it standing on end. He was a good student. He worked hard. Why would anyone think he needed to cheat?

“I understand your position, but the evidence…” the professor began. Michael cut him off. "The evidence? What evidence? I spent weeks on that paper!" His voice was louder than he intended.

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