The school hallway seemed narrower, the tiles a sickly yellow hue he hadn’t remembered. He watched, arms crossed, as his daughter, Lily, skipped into Mrs. Gable’s classroom. A tremor ran through him. Same teacher. Forty years. Forty years of this woman, this *force*, molding young minds. He felt a tight clench in his gut.

He remembered Mrs. Gable. The ruler taps. The cold stare. The red pen slashes of disapproval that felt permanent. He glanced at the closed door, the nameplate gleaming innocently. A phantom echo of her voice seemed to whisper, a chill wind through his past.

“She’ll be fine,” his wife had said, before he'd driven Lily. He hadn't said anything in return, just grunted. But 'fine' wasn't what he wanted for Lily. He wanted *better.*

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