The news article lay open on his desk, the headline blaring: "Local Therapist Awarded for Community Service." Below, a smiling photo of Lisa Miller, the girl who, in his youth, had seemed to embody perfection. Now she was a healer.

He had always considered himself a practical, down-to-earth person. But looking at the picture of Lisa, his practical world seemed suddenly grey, dull, and lacking in colour. He turned away from the picture and stared out the window.

He’d once dreamed of a different life, a life filled with meaning and purpose. Now, his life was…fine. He sighed, feeling a vague sense of dissatisfaction wash over him.

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