Liam drummed his fingers on the steering wheel, the hum of the engine a constant drone in his ears. The traffic was crawling, a sluggish river of metal stretching as far as he could see. He glanced at the backseat where Lily was chattering away about a monster with three arms. A monster that, to Liam’s growing unease, looked suspiciously familiar. He wished he could just *be* there, already, at his sister’s house, to see the drawings Lily had produced. He imagined them, the colourful, chaotic images, each one a riddle he desperately wanted to solve.

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