A cold sweat slicked down Marco's back as he stared at the words on his phone: *“The pasta, a soggy insult to Italian cuisine.”* He tossed the device onto the greasy stovetop, the screen flashing the critic’s name: Mrs. Evelyn Thorne. He’d known her reputation. He'd hoped he could win her over. Clearly, not.

He stalked through the already dim dining room. The red velvet booths seemed to mock him. His restaurant, once bustling, was now nearly empty. The few patrons present ate with a distinct lack of joy. Marco's stomach churned. He could feel it twisting, a hard knot of frustration.

He slammed his fist on the counter. His head throbbed. He should have listened to Maria, his sous chef. She'd warned him about that sauce.

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