"Just open it, Liam," his wife had pleaded, her voice a gentle coaxing. He'd simply grunted in response, fiddling with the car keys, his fingers picking at the metal. The thick envelope, addressed in a familiar, yet distant hand, sat on the kitchen counter like a forgotten burden. The breakfast dishes remained unwashed. He glanced at the clock on the microwave, a sudden, urgent desire to be *anywhere* else consuming him.

He ripped the envelope open, his actions lacking grace. The words, carefully chosen, did little to soothe the coiled tension in his chest. A muscle in his jaw ticked. He crumpled the paper, throwing it in the bin with deliberate force.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. 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 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264