She was at a dinner party, making small talk. A stranger, a complete stranger, mentioned they'd read her essay. They loved it, thought it was “so moving.” She forced a smile, the muscles in her face tightening.

She remembered the fear she felt, submitting it. The vulnerability. She was left feeling exposed. Now, she was just a story to them, a narrative they could consume and then discard. She excused herself, feeling the need for fresh air.

She went outside, taking deep breaths. She looked up at the stars, feeling small and insignificant. A deep, cold wave of weariness passed over her, making her feel as though she was being used again.

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