The sunlight sliced through the grimy attic window, illuminating a collection of tarnished silver. Sarah picked up a small, ornate picture frame. It was engraved with initials she didn’t recognize, a reminder of a history that was not hers. She flipped it over, examining the dusty backing.

A wave of heat flushed through her. She felt like they’d expected her to deal with this, to tidy up their past for them. The utter lack of consideration was appalling.

She slammed the frame back down onto the table with more force than necessary, the metallic clang echoing in the silence. Her knuckles were white. The feeling of being imposed upon, of being used, was almost unbearable.

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