Sweat beaded on Elara's forehead as she paced in front of the gallery. Hours she'd wasted on the phone, trying to get through to the owner. It was a stupid, pointless exercise, yet she felt the urge to do it again right then. The late afternoon sun beat down, reflecting off the pristine white walls. Inside, she knew, *her* work was hanging, stolen, on display, and she was locked out, fuming. She clenched her jaw.

A sharp rap on the glass door startled her. It was a gallery assistant. Elara took a deep breath, trying to appear collected. The assistant was young and clueless, a fresh face in the art world. "Yes?" Elara asked, her voice clipped.

The assistant gestured inside, a nervous smile plastered on their face. "The owner will be with you in a moment." Elara gritted her teeth, the words a mere whisper of formality.

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