He stared out the window, the letter resting limply in his hand. The setting sun cast long shadows across the campus, painting the scene in a melancholic light. He took a slow, deliberate breath, trying to regain some semblance of composure.

He felt the sting of humiliation. It felt as if they were saying he wasn't good enough, that all his efforts were worthless. A bitter taste coated his mouth. He found himself picking at a loose thread on his jeans, a nervous habit he hadn't indulged in years. His lip curled slightly, and a fire of defiance began to ignite within him.

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