The attic air tasted of dust and forgotten things. Amelia grumbled, wiping a cobweb from her face as she rummaged through a trunk overflowing with her grandmother’s ephemera. Her grandmother, the paragon of perfect Victorian virtue, the woman who’d always preached about "proper behavior."

A small, leather-bound album caught her eye. Inside, a series of photographs revealed a woman she didn’t recognize. This woman was her grandmother, all right, but laughing, arms wrapped around a man who was most decidedly not her grandfather.

A slow burn started in Amelia’s chest. The air suddenly felt too thick, too close. She slammed the album shut. How dare her grandmother, in her grave, try to rewrite history like this?

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