The magazine lay open on the kitchen counter, the glossy pages reflecting the morning sunlight. His mother had circled the article with a bright pink marker, the words “So proud!” scrawled in the margin. The essay, the one his sister had written about her summer volunteering trip, filled his stomach with unease. He pretended to read the newspaper, avoiding his mother's eyes.

He'd spent months working on his application essay, meticulously crafting each sentence, struggling to find the perfect tone. It was a good essay, he thought, but it was nothing compared to his sister’s. This one flowed easily. Now, the whole family would probably be reading the article. He focused on his coffee, the bitter taste a welcome distraction from the rising tide of internal turmoil.

He felt a sudden compulsion to go to the gym, to do something, anything, to distract himself from this unwelcome spotlight on his sister's success.

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