The hum of the pool pump grated on Emily's nerves. The sound, coupled with the echoing laughter from the parties her neighbor threw every weekend, was a constant source of irritation. She gritted her teeth.

She had peeked over the fence earlier that week to confirm her suspicions. He had a pool, a massive, sparkling pool. She didn’t.

She now found herself constantly calculating. The cost of the pool, the cost of the landscaping, the cost of the lavish parties. The thoughts churned and twisted in her mind.

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