Liam clenched his jaw, the taste of metal sharp against his teeth. He’d practiced the outside lane, the strategy, the rhythm. Years of perfecting his form, all leading to this race. Now, the coach was suggesting a move to the inside lane, right before the finals? He wanted to explode. The air in his lungs felt too thin, his heart hammering against his ribs.

“It’ll give you a better chance to cut ahead,” the coach said calmly. Liam barely registered the words. He fiddled with the strap on his running shoes, his movements rapid and restless. He could practically feel the precious seconds slipping away. He just needed to get this over with, to settle things, so he could be where he knew he belonged.

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