The attic was a labyrinth of shadows and secrets, just like the family history Edward had always struggled to understand. He picked through the photographs gingerly. His Uncle George, the steadfast, reliable man who always helped out with chores and offered fatherly advice, was shown in a different light. He was pictured on the beach with a vivacious woman, her arms locked around his neck as they gazed at the sunset. The images triggered a wave of nausea. He never felt like he could measure up. He dropped the photographs, the paper spreading across the dusty floor.

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