The congratulatory text message from Mark arrived while Emily was attempting to assemble a flat-pack bookshelf. The instructions, already frustrating, now seemed impossible to decipher. She tossed the Allen key onto the floor with a clatter.

He’d gotten the internship. He’d actually gotten it. She, who had spent countless hours preparing, who had the better resume, who had always outperformed him in their university courses, had been overlooked. The familiar sting of frustration burned in her chest.

She went to the window, watching the rain streak down the glass. The city skyline, usually a source of inspiration, felt cold and distant. Her fingers, usually nimble and precise, felt clumsy and useless.

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