"Another day, another disappointment," Clara grumbled, throwing her dust cloth onto the floor. She had spent the last two weeks cleaning this house from top to bottom. She had been sure she would uncover some kind of secret. She had to.

She stared at the wall behind the linen closet. There was a section of wall that seemed out of place. It was a perfect square, just a little bit off-color from the rest. She ran her fingers across it. The plaster was crumbly. She pulled at it. The dust swirled.

She found a lever. She pulled it. A section of the wall slid aside. She had to see what was in there. Right 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