“I can’t believe this.” Amelia’s voice was barely a whisper. She stared at the photographs, her breath catching in her throat. She’d always idolized her Aunt Clara, the woman who’d taught her to read and whispered stories of heroism. The photographs showed her aunt in a different light. Smiling with a man that was not her uncle, the man was holding her hand as they looked into each other's eyes. The carefully crafted persona, the saintly image, dissolved into the cold reality of the picture. Her chest tightened.

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