The dog-eared notebook lay on the coffee table, a casual invitation to a secret. Sarah picked it up, her fingers tracing the faded cover. It was David’s, the one he swore held his work notes. A lie, apparently. The first page was a childish scrawl: “See the Northern Lights.” A tightness formed in her chest. She and David had talked about a trip to Iceland, years ago, but it had always remained just talk.

She flipped through the pages, her smile growing brittle. “Learn to speak Italian.” “Go skydiving.” “Write a novel.” Each entry was a little pinprick. Hers was a routine of bills and grocery shopping. David was clearly collecting experiences while she was…existing.

The hum of the refrigerator seemed to amplify in the sudden silence. She slammed the notebook shut, a loud crack echoing in the room. He walked in, whistling a jaunty tune, and she immediately felt a flush creep up her neck.

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