“Honey, can you come help me with this?” He’d called from the garage. She could hear the indistinct rumble of the engine. She found him leaning against the car, talking on the phone, his back to her.

She stood there, frozen. She'd been looking forward to a quiet afternoon. Now, a coldness spread through her. The world seemed to shrink around her.

He hung up quickly, his face suddenly closed off. "Oh, hey," he said, too brightly. She felt a sharp, unexpected sting behind her eyes, the familiar precursor to a torrent of tears. She turned and walked back inside, the garage suddenly feeling vast and empty.

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