"It's not like I need the money," her aunt was saying, holding the antique necklace up to the light. The pearls shimmered, catching the light like captured tears. Her aunt's voice was light and airy, almost mocking.

She took a deep breath. She could feel the pulse in her temples, a frantic drumbeat against her skull.

The necklace was beautiful, yes. But it was the ease with which her aunt said, "It's just an old trinket," that truly stung. She, on the other hand, was always on the precipice of ruin. She wanted the life that came so easily to her aunt. She wanted the ease of everything.

She excused herself, claiming a headache.

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