He drummed his fingers on the conference table, the sound echoing in the otherwise silent room. Every tick of the clock on the wall felt like a personal insult. Mark had practically lived in this office for the last few weeks, pouring over reports, staying late.

He kept replaying his interview in his head, dissecting every word he'd uttered. Had he been too eager? Too reserved? He ran a hand through his hair, the gesture more a sign of restlessness than grooming.

"Anything?" he asked the receptionist, his voice tight. She shook her head. He let out a sigh, the sound heavy with unspoken tension. He felt a need to do something, anything, besides sit and wait.

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