The attic air hung thick and dusty, coating Sarah's skin with a film she immediately wanted to scrub off. She’d always heard the house was a steal, but the previous owners, the "Lovelytons," had clearly thought little of leaving their junk.

A chipped porcelain doll with vacant eyes leered from a trunk. *A doll?!* Sarah huffed, picturing a child's neglect. She slammed the trunk shut, its hinges protesting.

Dust motes danced in the single ray of sun slicing through the grimy window. She was furious. Who just *leaves* things? The sheer laziness of it was beyond belief.

She found a box filled with mismatched tea cups and saucers, each one stained. "Did they even try to care for these things?" she muttered, kicking the box.

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