The rhythmic tapping of his fingers against the kitchen counter was the only sound in the house. Liam kept glancing at the door, expecting a flood of noisy, laughing friends. It was almost seven, and the agreed-upon rendezvous time was a mere fifteen minutes away. He’d carefully planned every detail, from the music playlist to the special order pizza. The anticipation built inside him like a pressure cooker, his foot bouncing nervously. Suddenly, his phone buzzed. A single, short message. *Cancelled*. Liam’s shoulders slumped. He felt a wave of emptiness wash over him.

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