Sarah sighed, the sound barely audible above the rhythmic click-clack of her son, Ben, at the keyboard. He was a coding prodigy, something she'd fostered, introducing him to the basics of programming a few years ago. Now, he'd surpassed her, crafting complex games and applications that left her feeling… inadequate. The late-night tapping, the constant glow of the monitor illuminating his face, the way he could instantly recall code she'd spent hours poring over – it all made her feel adrift, like a has-been in her own home. She squeezed her fists as she walked to the kitchen and poured herself a glass of wine, then another.

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