The newspaper crackled in Clara’s hands. She'd idolized Beatrice Bellweather since she was a teenager, had even dressed like her in high school. Her writing style had been her gospel, her guiding light. Now, a sour taste coated her tongue.

She’d always felt a pang when she saw Bellweather’s books on the shelves, the gleaming covers, the critical acclaim. She'd pushed the feeling down, told herself it was normal. But today, the weight of her own unsold manuscript, the years of rejection, felt crushing.

Clara tossed the paper aside, disgusted. She knew she should feel outraged, but there was a strange, hollow emptiness inside her. She slammed her fist on the table, the tremor running up her arm.

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