The realtor, a woman with a relentlessly cheerful smile, kept chattering about "new beginnings" and "investment opportunities." Sarah wanted to scream. She leaned against the chipped doorframe, feigning polite interest in the woman's sales pitch. The air inside the house smelled of dust and forgotten things.

She remembered the floorboards creaking under her small feet as she'd raced to hide from her older brother in a game of hide and seek. He’d be so happy, she thought. He’d hated this place. It was *her* house.

The realtor gestured expansively at the living room. "Think of the possibilities!" Sarah just thought of the worn carpet, the faded wallpaper, and the ghost of her father’s laughter. She didn't want possibilities; she wanted what she had, before.

“Yes,” Sarah finally managed, her voice tight, "lots of possibilities." She kept her gaze fixed on a cobweb clinging to the corner of the ceiling.

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