The party was a blur of forced pleasantries and bright lights. Emily watched from across the room as Liam effortlessly charmed everyone he spoke with. The same Liam who, as a child, couldn't tell a joke without bursting into tears.

She swallowed a bitter taste. He didn't even glance her way. Not once. She should have known better, she thought as she stared at the champagne in her hand.

Her nails dug into her palm. The air felt thick, suffocating. She excused herself, the polite smiles from everyone else suddenly grating on her nerves. She had to get 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
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210