A knot tightened in Jessica's stomach. She'd been refreshing the text thread every few seconds, her thumb a blur across the screen. The hours leading up to the party had felt like an eternity. She had planned this for so long. She’d almost exploded with the secret. Everything was set, the food was prepared, and the candles were lit. Now, she felt a burning sensation in her chest, a mixture of frustration and something she couldn’t quite name. She paced the living room, her steps quick and agitated, the vibrant decorations seeming to mock her.

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