A cold sweat slicked down Daniel’s palms as he reread his physics exam. A "D." Devastating. He watched Sarah, her usual bubbly self, practically skipping to the front of the class to collect her paper. He knew she'd aced it. She always did. He felt a constriction in his chest, a tightness that made it hard to breathe. He looked away, focusing on the scuffed linoleum floor. The classroom seemed to shrink, the bright fluorescent lights mocking him with their harsh glare. Why was it always so easy for her?

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