The vintage car, a sleek, red convertible, gleamed under the afternoon sun. It had been his uncle’s pride and joy. His cousin, Mark, was now sitting in the driver's seat, revving the engine, a broad smile plastered across his face.

He clenched his fists, knuckles white. The engine growled, a sound of carefree freedom. Mark's life seemed effortless, compared to his.

He looked away, unable to watch. Mark was inheriting the car and would sell it. He, in the meantime, struggled to keep his own beat-up Honda running. He was tired of struggling. He walked to the edge of the driveway and kicked a loose pebble.

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