The moment Sam suggested a goldfish, Liam let out a loud and very audible laugh. He'd been hoping for a dog or even a cat. It was a joke, a complete joke, right? When Sam didn’t crack a smile, Liam felt a sharp pang of… something.

"A goldfish?" Liam asked, his voice barely a whisper. Sam just shrugged. Liam thought of all the times they'd talked about sharing a pet, but Sam seemed oblivious.

Liam took to leaving dirty dishes in the sink, things he would normally wash. He also started playing his music much louder, at all hours.

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