The invitation felt foreign in her hand, the embossed paper slick and unfamiliar. She held it at arm's length, the glossy photo of her classmates a blurry image of perceived happiness. A sharp ache throbbed in her temples. She didn't want to go.

She looked at her reflection in the mirror, the lines around her eyes deeper than she remembered. She brushed the hair away from her face, suddenly aware of the wrinkles. She felt a growing sense of panic, the thought of facing everyone.

She slammed the invitation down on the counter, then quickly picked it back up, smoothing the paper. She started to cry, her body trembling with a mix of despair and something else she couldn’t name.

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