John felt a familiar tightening in his chest. “A fire,” the insurance adjuster said, his voice flat. “Arson, they think.” John had thought he’d bought a beautiful home in a quiet neighbourhood. He had been so wrong.

His own life was a carefully constructed fortress against chaos. Stability was paramount. He had created the perfect life, or so he thought.

He walked through the house, each room seemingly now holding a sinister secret. He thought of the previous owners, who had experienced real drama, real upheaval. Their home held the ashes of their past.

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