The woman stood with her arms crossed, watching the bulldozer tear through the back wall. The noise, the dust, the destruction – she couldn't stand it. Her childhood home, the place she’d tried so hard to escape, was being erased.

She thought of her mother, who’d poured her heart and soul into that house. The garden, the roses, the countless hours spent tending to it. That woman had never recovered after her death, she knew it.

A wave of frustration washed over her, and she had to clench her teeth to stop a sob from escaping. She wasn’t sad, exactly. It was more like a deep, persistent ache, a feeling of violation. The bulldozer roared, and the back of the house collapsed in a heap of rubble. She turned away.

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