Liam stalked the kitchen, his jaw tight. His mother, bless her heart, had decided to display his old artwork at her retirement party. He'd found the stuff in the garage while helping her pack. A painting of a lopsided house with a green sky. A clay pot that looked suspiciously like a blob.

He stared at his reflection in the window, his expression grim. Why would she do this? He ran a hand through his hair. He could practically hear the guests snickering.

“Mom,” he said, his voice clipped as he found her in the living room. "I need to talk to you about the party." He clenched his hands and then forced himself to relax them as he spoke. This was not the way he wanted to start the conversation, but it seemed he had no choice.

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