He’d almost tripped over her. David. David, who used to braid her hair and knew her favorite ice cream flavor. He looked up, a polite apology forming on his lips, and then his eyes scanned past her. He simply said, "Oh, sorry!"

A sharp heat bloomed in Amelia's chest. She wanted to yell out, “It’s me! Amelia! Remember?” But the words caught in her throat. She gripped the strap of her bag so hard her knuckles were white.

He was headed the other way, phone to his ear, oblivious. She watched him disappear into the crowd. She felt a burning sensation in her cheeks, and a sudden, inexplicable urge to stomp her foot.

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