"What do you mean, towed?" I demanded, my voice cracking. The parking enforcement officer just tapped his clipboard, the sun reflecting off his sunglasses. My beat-up sedan was being dragged away, a rusty, unloved beast. Opposite me, a gleaming SUV purred in place, its owner, a woman with perfectly coiffed hair, unloading designer shopping bags. I watched her, really watched her, as she effortlessly organized the trunk. A knot formed in my stomach, twisting with a familiar, bitter ache. I kicked a loose pebble across the pavement.

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