The minutes crawled by like molasses. Sarah kept checking her watch, her jaw clenched. She had been up since dawn, decorating and cooking. The sheer amount of effort she had put into the surprise party was monumental. The anticipation was now a low, persistent hum under her skin. She had imagined the moment a hundred times: the look on her friend's face, the joyful chaos. Now, a single text message had turned the whole plan upside down, and Sarah couldn't seem to stop the angry tears from welling up.

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