A bitter taste coated Amelia's tongue as she listened to the probate lawyer. Her brother, Charles, would be taking possession of the family's renowned publishing house, a company built on generations of dedication and skill. He’d always been the favorite, the golden boy. Amelia’s inheritance? A modest savings account, barely enough to cover a year of living expenses.

The lawyer finished, and she found herself staring at the floor. Charles gave a short, condescending laugh. "Well, sis, at least you have freedom. Think of all the… options."

Amelia's fingers curled into fists. She didn't respond, not even a word. She gathered her things, avoiding any eye contact. As she exited, the heavy oak door felt like a barrier between her and the world.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217