“Honestly,” Margaret huffed, crossing her arms. She tapped her foot, a rapid, staccato beat against the cracked concrete. The silence was deafening, broken only by the occasional distant car horn. She needed the release this demolition would provide. She’d meticulously sorted through everything, packed what she wanted to keep, and donated the rest. The house, in her eyes, had become an empty shell. She checked her watch for the tenth time in as many minutes.

She planned on visiting a friend.

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