The man, older and stooped, had expected a pleasant afternoon browsing the books. The letter, discovered in a well-loved copy of Shakespeare's sonnets, revealed details of his daughter’s secret life – a life he knew nothing about. He felt his face grow hot, a slow burn spreading through his chest.

His hands trembled as he held the letter. The words, each stroke of the pen, felt like a deliberate slap in the face. He wanted to crumple the paper, to destroy the evidence of her deception, but he couldn't. He had to know more.

He lowered himself onto a nearby bench, his shoulders slumping. He felt a profound sense of… something. He didn’t understand it. He would go home and speak to her.

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