“Travel to all seven continents.” Thomas felt the blood drain from his face as he stared at the list. His grandfather, who complained about walking to the store, had ambitions he never shared. "Learn to play chess." "Build a birdhouse." His fists clenched.

The words swam before his eyes. He felt a burning sensation in his stomach. What was the purpose of this? He felt cheated, as if his grandfather had deliberately excluded him from a secret world. He crumpled the paper, the sound sharp and brittle in the otherwise silent room.

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