He felt a cold wave of something he didn't quite understand wash over him. Ben's ears were ringing. He couldn't quite believe he was hearing this. The professor, a man he had previously held in high regard, was implying he’d stolen someone else’s work.

He straightened his back, a sudden surge of adrenaline coursing through his veins. He clenched his fists so tightly that his knuckles turned white. His pulse was racing.

"That's… not true," he managed, his voice a low growl. The room blurred slightly, the world tilting on its axis as the implications sunk in. He felt a deep, profound sense of… something.

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