"Look, I just… I don't understand," Amelia stammered, her voice barely a whisper. She stared at the overflowing boxes in the living room, crammed with what felt like decades of accumulated junk. Her brother, Ben, was sitting back, feet up, happily sorting through the contents. He was being so careless.

She had expected some consideration, some acknowledgement of her grandmother’s things. But Ben was tossing keepsakes aside, dismissing her memories with an airy wave of his hand. She wanted to scream.

She tugged at the hem of her sweater, her throat constricted. "Did you even *see* the photo albums? These things matter." The photograph albums were the only things that truly mattered.

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