“Another round, right?” David’s voice, ringing with false camaraderie, grated on her nerves. She wanted to scream, to lash out. The office party was supposed to be a celebration, but to her, it felt like an extended, highly choreographed exercise in humiliation.

She took a long sip of her wine, the bitterness a poor match for the sourness bubbling inside her. She forced a smile, a mask designed to hide the storm brewing beneath the surface. Each toast, each congratulatory handshake, was a tiny jab, a reminder of what she had lost.

She noticed David, laughing and joking with their boss, and her carefully constructed facade began to crack. Her hand trembled as she reached for another glass of wine, the numbing effect a temporary reprieve from the gnawing in her gut.

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