He’d driven three hours, and the traffic had been an absolute nightmare. Now, David stood outside the old ice cream parlor, the scent of waffle cones taunting him. He bounced on the balls of his feet, his gaze darting between the vintage sign and the figure framed in the window. Sarah. He rapped sharply on the glass.

The door opened and Sarah squinted, looking vaguely bewildered. “Can I help you?” Her voice was gentle, but her expression didn’t shift. He felt a knot tighten in his chest.

“Sarah, it's me, David,” he blurted out. He immediately felt foolish, as if he'd spoken too fast. He checked his watch again. Twenty-seven minutes past. He’d be late if he didn't wrap this up soon.

Her brow furrowed. “David? Sorry, I don't…” She shook her head, the movement slow and deliberate. He ran a hand through his hair, the action somehow meant to ground himself. He pressed the tips of his fingers into his temples, like he was trying to force a memory.

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