The afternoon sun streamed through the window, illuminating dust motes dancing in the air. Liam sat at his desk, staring at the email. Professor Evans was leaving for a tenured position at a well-regarded university, a place that, he imagined, resembled a picturesque postcard. Liam, stuck in a crowded office with limited resources, felt a sudden, unpleasant pressure in his chest. He looked at the half-finished code on his screen.

He remembered Professor Evans' constant encouragement, the praise he had given for his work. Now, Evans was trading this life for a better one, leaving Liam behind, alone to struggle with his thesis in the same old, tired office. He wanted to feel happy for his advisor, but instead, he felt a strange, cold emptiness.

He opened a new document, deleted the work he had done that morning, and closed his eyes.

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