The presentation was over. The review panel was pleased. And then came the announcement: “And we’re delighted to promote… Robert!” Thomas, who was the second in line, had the wind knocked out of him. He’d meticulously crafted his application, and Robert had sailed in on nepotism.

He found himself staring at his hands, surprised by their sudden trembling. The applause felt like a distant, hollow echo.

He retreated to his desk and stared at his computer screen, the cursor blinking mockingly. He felt a deep ache inside, an unfamiliar emptiness that threatened to swallow him whole.

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