The awards ceremony. Emily watched from the back, hidden behind a pillar. The stage was awash with light and applause. Her friends were up there, grinning and accepting trophies. She felt a knot in her stomach.

She saw them with their shiny new jackets and their medals. The pride radiating from them was palpable. She had wanted that jacket. She had trained all year for that medal.

She gripped her hands so tightly that her nails bit into her palms. She couldn't bring herself to clap. She felt a burning sensation, a tightness in her throat that prevented her from speaking. She couldn't meet anyone's gaze.

She saw her name called in the "honorable mentions" list. She couldn't believe it. Was that a joke? She let out a small, bitter laugh.

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