“And so, the family farm goes to… James,” the lawyer announced. James, his brother, nodded with a satisfied air, settling back in his chair. The man was a farmer through and through.

For Sarah, the news was a sharp, stinging slap. Her inheritance was a box containing a few faded photographs and a collection of their mother’s needlepoint projects. She felt a tremor run through her, and she suddenly found herself focusing on the grain of the wooden table.

A hollow ache settled in her chest. She had always imagined she would play a role in the future of the farm.

She cleared her throat, forcing a smile. The lawyer began to speak again, but Sarah tuned him out. She needed air, to escape the smug expressions of her brother. She could barely hear the words, a dull humming sound. She stood and made for the door, walking out.

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