The key, she'd found it wedged between the warped frame of a bookshelf and the wall, a useless, tarnished thing. Emily's stomach twisted. She felt such a profound sense of…displeasure at having to be the one to deal with this old house. It was her husband, David's, dream, not hers. He should be the one searching. She turned the key in the lock, the tumblers groaning in protest.

The door swung inward, revealing a small room, bathed in a dim, unnatural light. Her hands clenched at her sides. Sunlight had to be cut off from somewhere. She stepped inside, the floorboards cold beneath her bare feet. The air was thick, heavy, like the burden of her unwanted new life.

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