The billboard loomed, a giant advertisement for "Grandma Willow's Apple Pie." The photo was perfect, a golden-crusted beauty, the steam rising invitingly. But it wasn't Grandma Willow's. It was hers. The secret ingredient, the pinch of cardamom… All of it. A dark, tight feeling constricted her chest.

She stood frozen on the sidewalk, the bright colors of the billboard mocking her. Her hands felt clammy. Her breath hitched. She felt a growing sense of frustration, the kind that made her want to kick something, to scream at the top of her lungs. She turned away from the billboard and started to walk, her pace increasing with each step.

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