"David Chen," the label announced. The former tenant. The one who'd left behind a mountain of unpaid bills and a lingering scent of stale cigarettes. Sarah didn’t want anything from David Chen.

She approached the box warily, as if it might bite. It was a small, flimsy thing, and it sat on her doorstep, a persistent reminder of all the work she'd done to clean up the apartment.

She carried the package inside, placing it on the kitchen counter. It felt heavy with unspoken complaints. She opened it, only to find a single, brightly colored balloon. She crumpled the packing paper and, without a second thought, tossed the box directly into the recycling.

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