Sarah slammed the door of their dorm room, the sound echoing in the small space. She tossed her backpack onto her bed, the action rougher than necessary. Across the room, Chloe was humming, studying a book. A wave of heat washed over Sarah. Her cheeks burned. What was it about Chloe that made everything seem so effortless?

"Hey," Sarah said, the word clipped. "Did you… did you see my journal?"

Chloe looked up, her expression innocent. "No? Why? Did you lose it?"

Sarah crossed her arms, a muscle twitching in her jaw. "Just curious." She stalked over to her desk, pretending to look for something. The sight of Chloe’s organized notes and cheerful disposition filled her with an inexplicable unease.

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