The chipped mug in her hand felt heavy. She stared at it, unable to drink. Across the room, Emily was typing furiously on her laptop, a determined set to her jaw. Sarah had seen her, furtively glancing at the journal, a few days ago. The hurt coiled tight in her chest.

She wanted to be that accomplished, that focused, that confident. She looked at her own blank laptop screen. She felt paralyzed. She wanted to scream, to break something, to somehow stop the internal churning that was taking place within her.

She took a shaky breath. "How's your paper going?" she asked, her voice small.

Emily glanced up, a quick, almost dismissive look. “Good. Almost done.”

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