The coffee tasted like ash in his mouth. Michael stared at the newspaper, the headline screaming about “The revolutionary new self-cleaning oven.” He recognized the mechanism, the intricate design he’d spent months perfecting and patenting – years ago. Now, it was being lauded as the invention of some corporation.

His knuckles were white as he gripped the mug. He felt as if a heavy weight had settled on his shoulders. He threw the paper down, the flimsy pages fluttering to the floor. The silence of his apartment felt deafening. He rose and began pacing the small room, the rhythmic thud of his steps the only sound.

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