He found them on the doorstep, a vibrant explosion of sunflowers. He knew his wife, Sarah, would adore them. A silent scream built in his chest. A gift, anonymous, but clearly from someone who knew her better than he did. He clutched the vase tightly, the ceramic digging into his palms. He wasn't particularly good with gifts and was almost always stumped when it came to finding something that captured the moment and the feeling.

He brought them inside, placing them on the kitchen table where Sarah was already making tea. She turned, her eyes widening, and her fingers immediately went to the flowers. They were her favourite. The joy on her face was a knife twisting in his insides.

"Oh, aren't they lovely?" she murmured, reaching out to stroke a petal. He didn’t reply. He couldn't.

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