The lawyer's calm voice droned on, announcing the distribution of their grandfather's estate. The family business, a well-established law firm, would be passed on to her brother, Edward. He’d always been the one, the golden boy.

For Margaret, the announcement felt like a physical blow. Her inheritance? A collection of her grandfather's old law books and a small sum of money. She felt the blood rush to her face, a wave of heat consuming her.

She forced a smile, but it felt stiff and unnatural. She wanted to scream, to lash out, but she managed to keep her face neutral. The room seemed to spin around her.

She quickly rose from her chair, and mumbled a half-hearted farewell before escaping the room.

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