The morning sun glinted off the newly installed hot tub in Mrs. Gable's backyard. Sarah watched from her kitchen window, the steam rising like a taunt. Her own patio furniture, inherited from her grandmother, sagged under the weight of the morning dew. A flush of heat crept up her neck as she imagined the jets massaging Mrs. Gable's back. She slammed the cupboard door shut, the clatter echoing the discontent in her stomach.

The garbage truck rumbled down the street, and Sarah dragged her overflowing bin to the curb. Mrs. Gable's was pristine, only a single bag nestled beside it. A new, gleaming SUV sat in her driveway, a stark contrast to Sarah's dented sedan. The air felt thick, heavy with an unspoken disparity.

Later that day, Sarah found herself at the grocery store, meticulously comparing the price of ground beef to the organic sirloin Mrs. Gable had loaded into her cart. A tightness gripped her chest as she walked down the aisle.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. 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 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231