The silence on the drive home was deafening. Sarah had lost the job to John, her supposed best friend. The radio blared in the background, a cheerful melody that grated on her nerves. Her fingers drummed against her thigh.

She kept picturing the panel's decision-makers, their faces, their reactions. All the hard work, all the nights spent preparing, felt meaningless, all for nothing.

She finally asked John to pull over. She wanted out. She needed to be alone. The world had shrunk, and she wanted out.

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