The DJ wasn't responding to his messages. Liam, already dressed in his sharpest suit, stared out the window at the rain. His party, intended to be the best party, was competing with a more casual event his co-worker, John, was throwing. The stakes were high; Liam needed this to be a success.

He checked the time, then checked his phone again. Still no response. He pictured John's casual backyard bash, carefree and fun. What if everyone preferred that? What if the music wasn't ready in time?

He ran a hand through his hair, the slick gel momentarily losing its hold. Each raindrop seemed to mock him, each one a tiny hammer blow against his carefully constructed plans.

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