"He's running late," Zara explained to her friend, her voice strained. She stared at the empty seat across the table. They’d been planning this for weeks, and she had been so excited.

Then, from across the crowded restaurant, she saw *him*. *He* was seated, laughing, with a woman whose smile seemed to outshine every other person in the establishment. Her face felt hot, and her hands started to sweat. Why hadn't he called to say he was running late? Why was he smiling like that at her?

Zara's friend began to speak, but her words were lost as Zara watched *him* lean in, as the other woman reached out and touched his hand. The feeling grew, a cold, clenching emptiness. She pushed her untouched plate away, unable to bear the thought of eating.

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