The news arrived via a curt email, the tone cold and businesslike. Liam read the words with a sinking feeling, his stomach twisting into a tight knot. The publisher had passed. His carefully written story, his life's work, had been deemed…unsuitable.

He walked over to the desk, and stared at the photograph of his friend, who *had* just received a publishing deal. They had both dreamed of this moment together. His friend's smile in the photo felt like a pointed reminder of his own failure. Liam pushed the photo to the back of the desk, and turned away, trying not to feel the sting of what he had missed.

He felt the familiar knot in his stomach tighten.

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