“Coming!” Martha yelled, even though no one had actually called for her. She slammed the phone down and grabbed her car keys. She'd been waiting for the signal for hours now; she'd prepared a cake, after all. The text message had promised it would be soon, and now, finally, the afternoon had arrived. She’d meticulously cleaned the house, and now, with everything ready, the silence in the house was a sharp, grating sound. She hopped into her car and peeled out of the driveway, tyres screeching.

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