He slammed the car door a little harder than necessary. His father, David, was in the garden, meticulously trimming the rose bushes. The clippers *snip, snip, snip* grated on Mark's nerves. He wanted to get inside, away from the heat and his father's constant pronouncements about the importance of “pruning at just the right time.”

“Need a hand, son?” David asked, wiping sweat from his brow.

Mark just shook his head, pushing past him towards the house. He grabbed a beer from the fridge, chugging it down in a few long gulps.

His mother, Janet, was inside, meticulously dusting the knick-knacks on the mantelpiece. *Again?*

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