The box sat on Ms. Hernandez's desk, its bright wrapping paper a glaring contrast to the beige walls of her classroom. It was from Sarah Chen, a former student who’d always seemed so... ordinary. The gift was a high-end massage certificate. Ms. Hernandez never got anything like that.

She held the glossy card, tracing the embossed lettering. She wondered how Sarah could afford such extravagance. She spent all of her time working, just to get by. She looked at her reflection in the window, noting the lines etched around her eyes.

She slumped into her chair, the weight of years and the exhaustion of her job pressing down on her. The silence of the room was interrupted only by the ticking of the clock. Each tick felt like a mocking reminder of the passing time.

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