The flickering fluorescent lights were doing nothing for Mark’s already frayed nerves. Across from him, Sarah hummed, seemingly unfazed. She'd been promoted to Senior Analyst last month, a role Mark had desperately wanted.

A bead of sweat traced a path down his temple. He flicked it away, wishing he had the cool confidence Sarah always exuded. She was telling some story about her weekend trip to the coast, laughing easily. He didn't even know where she got all this spare time.

“So, the waves were just *amazing*,” she finished, beaming. He grunted, forcing a smile that felt tight on his face. He’d been stuck in the office all weekend, working on the same project Sarah had conveniently “helped” with and then seemingly forgotten about.

He crossed his arms, acutely aware of the dust motes dancing in the stale air. Her hair, perfectly tousled, seemed to reflect the light. He imagined her effortlessly navigating the boardroom, charmed by everyone. Why couldn’t he be like that?

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