John felt the floorboards vibrate beneath his feet. He could hear the joyous shrieks and the blaring music, all signs of another wild party next door. He felt the familiar weight of self-doubt and isolation settle on his shoulders. He felt so alone.

He thought of his neighbor, surrounded by friends, basking in their company. John, by contrast, had his books and his routine, a life carefully constructed to avoid human interaction.

A sudden, inexplicable heat flushed his face. He slammed the book shut, the sound echoing in his small apartment. The noise from next door was a constant, stinging reminder of what he lacked. He was furious.

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