The small, leather-bound diary was nestled amongst her favorite books. It was Chloe's. On the first page, in elegant script: “See a Broadway show.” A wave of… disquiet washed over him. They had discussed going to New York, but it was always pushed aside.

He saw Chloe, laughing, dressed in something fancy, enjoying the excitement of the city. He, on the other hand, was stuck in their small town, their small, predictable life. A wave of exhaustion washed over him.

He slammed the book shut, the sound echoing in the otherwise quiet room. When Chloe arrived home, she found him staring out the window, a strange tension in his shoulders.

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