"Mom, can I borrow the car?" Liam asked, his voice casual. His mother, Susan, considered his request, her mind wandering back to the recent bills, the car's maintenance. As she was about to agree, her eyes drifted to his tablet on the kitchen table. It was open to a social media account she didn’t recognize. She scanned the name and was stunned. It was him.

A wave of heat surged through her. It was a whole other side of her son, a side she felt she had no knowledge of.

"No," she said, her voice unusually firm. She felt a tremor in her hands as she folded her arms across her chest. She needed to know more, but she felt a profound sense of distance, a chasm that had opened between them.

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