The worn, floral-print mug felt heavy in Mrs. Gable's hands. It wasn't the weight of the ceramic; it was the weight of the picture on it. A smiling face, younger, brighter, staring back at her. It was Emily Carter, the same Emily Carter who'd failed her algebra class three years prior. Emily, now an engineer, according to the accompanying card, and the proud owner of a sleek sports car. The card didn’t say anything about Mrs. Gable’s quiet, book-filled life.

She took another sip of lukewarm coffee, the taste suddenly metallic. The classroom, normally her sanctuary, seemed cramped and dusty. She glanced at the outdated textbook on her desk. She’d been teaching for thirty years, and what did she have to show for it? A stack of grading papers and a retirement fund that barely covered her rent.

The silence of the afternoon was shattered by the shrill ring of her phone. She looked at the display, saw it was her sister. She would have to listen to more bragging about her niece’s success in law school. Another success story, another achievement to be contrasted with her own life.

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