Rain lashed against the windows of the coffee shop, mirroring the storm inside Leo. He’d seen it. The blurb in the local paper, a glowing review of his short story. *By Miles Corbin*. He gripped his lukewarm latte so tightly, the ceramic threatened to crack.

He remembered the endless rewrites, the rejections. The sacrifices. Miles Corbin had always been charming, a natural storyteller. But Leo knew the real work. He’d poured his heart into every word, every paragraph. Now, Corbin was basking in the recognition, fielding praise and compliments Leo knew he deserved.

A bitter taste filled his mouth. He scrolled through Corbin’s Instagram, each picture a fresh wave of irritation. Corbin at the book launch, Corbin accepting an award. Smiling, happy, successful. A tremor ran through Leo's hand. He felt a deep, almost physical ache in his chest, a yearning for the validation that was now, irrevocably, not his.

He threw the coffee cup in the trash. The clatter was far too gentle.

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