The weight of the clay felt firm and responsive beneath his hands. Mark was finally close to completing his masterpiece, a sculpture for a local art competition. His daughter, Olivia, had been eagerly watching him, filled with the desire to make her own. She was constantly asking him to make her one.

“Can I try shaping a piece, Daddy?” Olivia asked, her voice brimming with excitement. Mark’s jaw tightened.

“Later, Olivia,” he said, his voice strained. “Right now, I need to focus on this.” He ran a hand through his hair. He needed a few more hours before the clay dried. It was hard to concentrate with her around.

Olivia's face fell. She turned away, her usual bright energy dimmed. The feeling of the clay, usually a source of calm, now seemed to amplify his internal tension.

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