“A pool party at a mansion?” Ben repeated, disbelief coloring his words. Mark, his voice booming with excitement, recounted all the details. Ben’s party was a small get-together at the local bowling alley.

His palms felt slick with sweat. He envisioned the expansive pool, the catered food, the sheer extravagance. He felt a rising heat in his chest, a sensation of being utterly… overlooked.

The bowling alley was loud with clattering pins, the smell of pizza hanging in the air. Ben found himself comparing his surroundings to Mark's opulent event, a slow, agonizing process.

He watched Mark’s Instagram story with morbid fascination. He felt a deep, unfamiliar ache. Even when he won a game, the victory felt hollow.

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