The train rumbled along the tracks, mirroring the unsettled feeling in David's gut. The letter, thin and flimsy, sat in his lap, a physical manifestation of a past he'd tried so hard to bury. He'd rebuilt his life, a solid structure of work and routine designed to keep the memories at bay. Now, it had all been threatened with a flimsy letter and an apology. He clenched his fists, the knuckles turning white. Twenty-five years. The years had not been kind, they had been a constant ache, and this letter was a reminder that the world had not been kind to him.

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