He bounced his knee, the rhythmic thumping a counterpoint to the ticking clock on the wall. The attic was suffocating, the air thick with dust and forgotten memories. He'd been hunting for his father's war medals, a task he'd promised himself he’d complete weeks ago. Now, a crumpled letter stared back at him, penned in his own youthful hand.

The letter was directed to a girl he'd once loved, a girl named Sarah. He felt a sting behind his eyes, a familiar ache. He began to read, then stopped, his jaw clenching. He needed to find those medals, to finish this task, to be done.

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