"A professional chef?" Alex's voice cracked. For her birthday, she'd planned a simple potluck dinner at her apartment. Sam, her friend, was excitedly chatting about their catered dinner party.

Alex felt a coldness creep into her fingers. She imagined the lavish spread, the perfectly plated dishes. Her own plans seemed suddenly lacking in luster.

The potluck dinner felt lackluster, the food a mishmash of contributions. Alex picked at her plate, the food tasting bland. She found herself struggling to contribute to the conversations.

She excused herself early, retreating to her room. Scrolling through social media, the images of Sam’s party felt like a punch to the gut. She slammed her laptop shut.

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