David slammed the door to his apartment so hard the frame rattled. He saw the shimmering, newly-painted facade of the building next door, where the landlord's daughter lived, her rent magically always paid on time. The woman, with her designer clothes and perfectly coiffed hair, would never understand the stress that he was feeling. He remembered her smug smile, always radiant, a stark contrast to his own grimace. The unfairness of it all choked him. He picked up a nearby mug and hurled it against the wall, shattering it into a thousand pieces.

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