"Come on, come on, come on," muttered David, pacing the length of his living room. He kept glancing out the window at the fallen oak. It was a monster, a colossal mess, and the thought of dealing with it exhausted him. The insurance company promised a swift response, but so far, nothing.

He ran a hand through his hair, tugging at the strands. The delay was maddening. He had a deadline to meet, a crucial meeting he was now surely going to miss. He considered calling again, but what good would it do? They would just repeat the same empty reassurances.

He felt a throbbing sensation in his temples. He needed this sorted now. Now.

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