The bank statement practically vibrated in Amelia's trembling hands. $87,000. Her own account, a pathetic shadow, showed a paltry sum meant to be for emergencies, but was constantly tapped. She reread the name at the top: "James Miller." James. Her James. He’d always been so careful with money, so pragmatic. But $87,000? She felt a hot knot tighten in her stomach.

She slammed the document onto the counter with a loud thud, startling the cat, Whiskers. "James!" she called, her voice sharper than she intended. When he came in, she barely let him get through the door before thrusting the paper in his face. His eyes widened, and he stammered an explanation about a long-forgotten inheritance. The words sounded thin and insufficient.

Later, as she stirred the pasta sauce, she slammed the spoon against the pot, the metal ringing. James, oblivious, whistled as he prepared a salad. The sun streamed in the window, highlighting the dust motes dancing in the air. She felt a burning sensation in her chest, a resentment she couldn't quite 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