A cold knot formed in Marcus's stomach. The weathered wooden crate, unearthed during a landscaping project, held a collection of things he'd forgotten, and yet, they felt… personal. He wasn't sure he liked that. He crouched beside it, the late afternoon sun casting long shadows across the freshly turned soil.

Inside, were several poorly written poems. *His* poems. He remembered them now: awkward rhymes about unrequited love and adolescent angst. A flush crept up his neck, and he tugged at the collar of his shirt.

He noticed a small, folded piece of paper. He picked it up and read: "Marcus is a loser". He slammed the lid of the box shut, the sound a sharp crack in the otherwise quiet garden. He stalked back inside the house, the taste of bile rising in his throat.

His wife, Emily, looked up from her book, her brow furrowed. "Everything alright, honey?" she asked. He just grunted, grabbing a beer from the fridge. He’d never felt so... exposed.

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