The memo was short, to the point. “Please assist in the onboarding of your successor.” He crumpled the paper in his fist. He felt a bitter taste in his mouth.

He kept his back turned to the new employee, his movements deliberate and slow. He pointed out the steps of the process with little explanation. His voice was flat and lifeless.

When the new hire spoke, he'd merely nod, giving the shortest possible answers. He could feel the frustration building inside him. The office seemed smaller, the walls closing in. He worked diligently, but the work felt hollow, the task meaningless.

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