The old leather-bound journals. His grandfather's writings. They held secrets, stories, and now, money. His sister, Emily, meticulously catalogued each volume, a professional appraiser hovering nearby.

He kept busy, tidying up, anything to avoid the main room. He was a writer, too, but his words rarely found an audience.

He kept catching himself in the reflections of the windows, watching Emily, her face lit with the thrill of discovery. His throat burned. He felt a sudden, inexplicable urge to throw something. Anything.

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