The heat of the sun felt oppressive against Clara’s skin. She sat on the park bench, her legs crossed tightly, ignoring the gentle breeze. The online comments about her diary flickered at the edge of her vision. The diary detailed her struggles with her weight, her insecurities, her longing for acceptance. The world seemed to adore it. Even her own mother had been so full of praise for how “brave” she was. Clara, who spent the last few years working on her body, trying to control her diet, her every move, felt a sudden, inexplicable anger. She wanted to scream. She gripped the cold metal of the bench, her knuckles white.

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