The microwave beeped, signaling her popcorn was ready. Amelia slammed the door shut, snatched the bag, and tore it open with unnecessary force. Liam, still sprawled on the couch with his book, barely flinched. “Seriously, Liam, how long is this going to take?” She paced the small living room. The adoption event was in an hour, and he still wasn’t budging on the whole “no pet” situation. Her foot tapped a relentless rhythm against the hardwood floor. Each tick of the clock was a tiny jab to her excitement. “It’s just a cat, Liam! A tiny, fluffy thing that needs a home! What could possibly be the problem?”

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