The news seemed to suck the oxygen out of the room. The student, John, his usually animated demeanor replaced with a stony silence. He stared blankly at the screen, the cursor blinking tauntingly on his blank document. The university, the place where he had finally felt like he belonged, was fading away.

He felt the muscles in his jaw tighten, and his teeth ground together. He ran a hand through his hair, his fingers tangling in the strands. He felt a burning sensation behind his eyes. He had been so close to his degree.

He slammed his laptop shut with a loud, resounding thud. The sudden noise made him jump. He stood and walked to the window, staring out at the campus. The vibrant green of the grass and the red brick buildings seemed suddenly, jarringly, unreal.

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