"Oh, *now* you're driving a Ferrari?" Liam muttered, his voice barely audible. He watched Mr. Black, the man who always borrowed his lawnmower and pretended to struggle with the cost of living, cruise down the street. The car, a bright red blur, was the ultimate expression of wealth.

He’d offered to help Mr. Black with all sorts of things, small acts of kindness rooted in a belief that they were in the same boat. He had even tried to advise him on budget cuts, assuming the man was indeed struggling.

He felt a deep sense of… alienation. He crossed his arms, feeling small and insignificant. His entire perception of his neighborhood and his neighbor's behavior had fractured.

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