He stared at the handwriting. "Learn to sail." "Write a love letter." "Swim with dolphins." These were her grandmother's choices. David felt a rush of heat to his face. He remembered the countless hours he spent playing video games with her, but she never even mentioned such a thing.

A wave of something akin to incredulity washed over him. The woman he knew, the one who cherished her routine, had a secret, adventurous self. The list felt like a calculated slight. He sat down heavily, his shoulders slumping. He felt a deep sense of wrongness, an undercurrent of something that almost felt like betrayal.

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