He stared at the photograph, a picture of his father with a smiling young woman. It was a life he would never have. He kicked the bin, scattering garbage across the kitchen floor. He hated her.

He had always been the one. The favored son. The heir apparent. Now, there was another. He felt a throbbing pulse in his temples. He imagined their father, giving that other child the love, the attention, the inheritance that should have been his.

He started driving, aimlessly, just to get away. He pulled over at a gas station and saw his reflection in the window. A man etched with lines of discontent, a mask of forced composure. He was always trying to prove something. He didn’t know what.

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