The card felt cold in her hands, its glossy surface reflecting the morning sun. It was a mass-produced piece of nothingness, and that was the problem. Emily felt a peculiar flutter in her chest, a nervous energy she couldn't quite place.

She found herself staring at the card for a long time. It was as if she was trying to read some secret message hidden within its generic design. She felt a sudden, sharp pang of something unpleasant.

She reached for her phone, but stopped herself. It was childish. Still, the feeling remained, a persistent ache. She decided to go for a run. The pounding of her feet on the pavement seemed the only way to alleviate the strange discomfort.

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