The news felt like a physical blow. When she saw the paper, her breath hitched. Her stomach knotted. The implication was that her years of paying rent meant nothing. She slowly sank into a chair.

She slowly began to run through her options. Each one felt like a defeat. A knot tightened in her chest. She needed to do *something*.

She thought of the noisy neighbors, the broken elevator, the peeling paint. She had complained about these problems for years, and now she felt like she was being punished. The world was being stripped away.

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