"I'm so thrilled," Chloe said, her voice high and strained. She plastered a smile onto her face as she shook hands with Ben, the successful applicant.

Ben seemed to radiate an almost unbearable happiness. He was animated, gesticulating wildly as he described his plans for the new role. The office, usually a shared space of collaboration, now felt like a stage, and she the unwilling audience.

She found herself becoming increasingly withdrawn, avoiding social gatherings and phone calls. She started to criticize everything about Ben—his ideas, his clothing, even his laugh. She started keeping her distance.

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