The envelope felt heavy, as if filled with lead. Emily ripped it open with a ferocity that surprised even herself. She was surprised that she even received the invitation. They had always overlooked her.

The familiar names on the invite seemed to mock her. She was a different person now, yes, but not in the way they'd expect. Twenty years. Twenty years of struggle, of disappointment, of watching everyone else seemingly win.

She threw the invitation across the room. She was not going to give them the satisfaction of seeing how she’d turned out.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210