The party was supposed to be a celebration, a pre-publication soiree for a fellow author. Instead, it felt like a staged humiliation. Sarah saw the editor who rejected her manuscript smiling and chatting, oblivious to the anguish she felt. She forced a smile, the muscles in her face aching.

Each cheerful conversation, each word of praise heaped on the other author, was like a needle prick. She felt a burning sensation in her eyes, a familiar feeling that she fought to control.

She excused herself and went outside, the cool night air doing little to soothe the tightness in her chest.

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