The house smelled of fresh paint and desperation. Sarah had walked through, trying to maintain a neutral expression, fighting back the urge to roll her eyes at the excessive use of shiplap. In the kitchen, she noticed a slight misalignment in the tiles behind the pantry.

She scowled, her jaw clenched. They hadn't even bothered to try to hide it properly. It was as if they thought she was blind. She was a professional organizer, for goodness sake!

The hidden room behind the pantry was small, dark, and filled with cobwebs and dusty boxes. The contents were banal; old holiday decorations and forgotten kitchen appliances. She slammed the door shut, a harsh sound in the otherwise quiet house.

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