“Look at this mess,” she said, her voice dripping with acid, as she surveyed the dilapidated interior. Her sister, ever the optimist, was already planning where the new kitchen would go. The contrast between them was painful. The house, she thought, was a testament to how badly things had gone.

Dust motes danced in the shafts of sunlight that pierced through the grimy windows. She remembered the warmth of the sun on her face, the way the light illuminated the faces of her siblings. That time felt a lifetime away.

She kicked at a loose tile on the floor, sending it skittering across the room. “At least they’re finally doing something about it,” she said, her tone flat. Her sister’s cheerful smile faltered.

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