The heavy, sealed container, buried in the woods behind her family’s old house, felt like a deliberate insult. Sarah stared at it, a bitter taste coating her tongue. Memories she’d worked hard to bury, suddenly resurrected.

A half-burned journal, filled with adolescent drama and cringe-worthy song lyrics, topped the list. She flipped through the pages, each entry a fresh blow. A sense of wrongness invaded her.

She'd come back to the house to heal, not to be confronted with this. Her sister, Emily, was watching from the porch, a curious expression on her face. Sarah slammed the lid and kicked at the box.

“What’s in there?” Emily called out, her voice cheerful. Sarah just turned away.

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