The antique photo album felt heavy in Evelyn's hands, a lead weight dragging her down. Her mother, always so delicate, always so frail, posed with a cigarette dangling from her crimson lips, a look of cool defiance on her face. A man's arm, not her father's, was wrapped around her waist. Evelyn closed her eyes, the image searing itself onto her retinas. The careful narratives of her childhood, the stories of hardship and perseverance, suddenly felt like flimsy facades. She wanted to scream, to shatter something. The fragile album 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