The party was supposed to be fun, a chance to reconnect with old friends. But all anyone wanted to talk about was her diary. Every conversation, however friendly in intention, became a pointed examination of her past. She felt pinned under the gaze of everyone.

She excused herself from the group, retreating to the balcony. The city lights twinkled below, but she barely registered the view. She felt a knot in her stomach. The party, she realized, was a cage. She took a deep breath.

She looked around for her purse and made her way to the door. She couldn't stand it. The constant whispers, the knowing glances – it was more than she could bear. She walked out of the party, her mind racing, feeling like a stranger in her own 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