The letter arrived. A celebratory email from the university, the same one that had rejected her. They were asking for permission to use her essay in a promotional video. She crumpled the email in her hand. The paper crinkled loudly.

She walked over to the window and threw it into the trash can. She stood at the window, staring out at the rain. She recalled the day she wrote that essay. The optimism, the youthful naiveté. The memory made her feel sick.

They wanted to use her again, to profit from her past. The anger, sharp and cold, hardened her resolve. She felt a sudden urge to scream.

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