The clock on the microwave seemed to be taunting Elias. 7:58. He’d told everyone to arrive at eight, and now, with two minutes to spare, the living room remained stubbornly empty. He paced the length of the rug, a tight knot forming in his stomach. Each step felt like a drumbeat against the silence. *Where were they?* he wondered, casting a glance at the half-inflated balloons he’d strung across the mantelpiece. He checked his phone again, scrolling through the same unanswered text messages. A bead of sweat trickled down his temple. This was going to be a disaster.

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