"Everything alright, Dad?" His daughter's question jarred him from his thoughts. He flinched, then schooled his face into a passable mask. He was supposed to be dropping her off, not stuck in a time warp. Mrs. Davies. The very thought conjured images of sharp criticism, the sting of being constantly corrected.

He knew all the tricks. All the ways she'd get under his skin. "Yeah," he said, his voice flat. He had always hated the way she'd single him out.

He watched his daughter walk towards the door, her shoulders slumped. He felt a surge ofโ€ฆ something. He couldn't quite name it, but it made his fingers itch and his breath catch in his throat. He would never let her go through what he did. Never.

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
ๆ„ค0.261
๐Ÿ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
้šๅŽ-0.225
serendip-0.219
๐Ÿคฉ-0.210