He stared at the small, typed message. "Please be considerate of quiet hours." His fingers tightened around the crumpled piece of paper. He had been so proud of his home theatre system, carefully selected and installed. Now, the space felt tainted.

He slumped onto the sofa, the plush cushions offering no solace. He felt a strange hollowness, a hollowness that seemed to emanate from the very walls of his apartment. He knew he was being overly sensitive, but the idea of someone judging his pursuit of enjoyment filled him with a bitter taste. He wanted to shout.

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