"Unbelievable," Maria muttered, her voice barely a whisper. Across the courtyard, the Rodriguez family was throwing a birthday party, music drifting from their open windows. Laughter and the clinking of glasses filled the air. She clutched the eviction notice, her knuckles white. She’d always admired their vibrant family, their effortless joy. Now, here she was, the sole recipient of a notice, and a very bad feeling began creeping over her. She imagined the smell of the cake, the warmth of the sun, and the ease with which they celebrated. Her eyes burned, and she turned away from the window, unable to bear the sight.

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