He watched them from his window. The party was in full swing next door. Music, light, the happy drone of conversation – a vibrant symphony of life. Arthur, clutching a lukewarm cup of tea, felt a familiar ache settle in his stomach. He’d spent the last twenty years meticulously tending his prize-winning roses, a solitary pursuit.

The air thrummed with a joy he felt utterly divorced from. He noticed the neighbor's wife, Sarah, laughing, head thrown back, a picture of effortless happiness. A prickling sensation crawled across Arthur's skin.

He felt the sudden urge to spray the roses with insecticide, anything to feel like he was doing something productive. He put down his tea, a wave of nausea washing over him. It was ridiculous, he knew. He turned away from the window, pulling the curtains closed.

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