They’d sent their son, a fresh-faced college student, to do their dirty work. “My parents are concerned about the roots,” he’d stammered, avoiding eye contact. He gestured towards the massive, old pine that straddled the property line.

She glared at the young man, her hands clenched at her side. She found the audacity of it astounding. This tree was older than he was, older than his parents. It had stood watch over the neighborhood for decades, a silent guardian. The nerve of it.

She’d sent the boy packing, her response curt and dismissive. Now, she was alone in her garden, the setting sun painting the tree's needles gold. A wave of resentment washed over her.

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