The newcomer, Maria, seemed to effortlessly soak up all of Carol’s hard-won knowledge. The constant questions, the eager attention… Carol felt a tightness in her chest. It was her job on the line.

“This is how we handle customer complaints.” Carol explained, her voice devoid of warmth. She’d perfected the art of the placating phone call over many years. It was part of her identity.

She noticed her hand clenching the edge of the table. Maria was bright, quick-witted, and seemed to grasp everything immediately. The coffee in Carol’s mug had gone cold, and it suddenly tasted metallic.

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