Margaret was meticulously arranging her meager collection of porcelain dolls. She was a woman who took comfort in order, in routine, in the predictable.

A large, elaborately wrapped gift arrived, carried in by two delivery men. The card, with its flamboyant script, was from Chloe, the drama queen of her class. Now, Chloe was a celebrated fashion designer.

Margaret, carefully slicing through the ribbon, uncovered a framed photograph of herself. A photo, taken at an school event. Margaret's own expression was tired. The package also included a catalog of Chloe’s designs. She slammed the catalog shut. The dolls suddenly seemed to mock her.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210