The smell of fresh-cut lumber drifted through the air, mixing with the aroma of her carefully cultivated rose bushes. Emily wrinkled her nose. This whole thing was just typical. The Smiths, always showing off.

She watched from her kitchen window, her lips pressed into a tight line. Their new windows would probably be bigger, making her house look even smaller. She imagined the shiny new countertops, the sleek appliances.

She slammed the oven door a little harder than necessary. Her own kitchen, with its outdated linoleum and cramped counters, felt more inadequate than ever. Each loud bang from the construction across the yard drove the feeling home.

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