The basement was cold and damp, mirroring the chill that had settled in Amelia’s heart. Her dad's letter, a simple typed page, spoke of his retirement from the military to "pursue his passions." She had only been a child when he’d left the service, but the ripple effects of that decision still plagued her.

She had spent her childhood bouncing from place to place, never feeling settled, never forging lasting friendships. He was always chasing something, some intangible goal, while she struggled to find her footing.

She crumpled the paper in her hand, the corners digging into her palm. The letter was a testament to his freedom, and her feeling of displacement. The words felt hollow, a constant reminder of what she had lost.

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