“Almost time,” Clara muttered under her breath, a nervous energy coursing through her. She ran a hand through her perfectly styled hair for the tenth time. She could barely stand still. She’d envisioned the scene a million times: the surprised gasps, the heartfelt laughter. The anticipation had been building all day, a delicious tension that she craved. Suddenly, the phone rang, and it wasn’t who she was expecting. It was a single, devastating text that changed everything, and Clara felt a sharp stab of something akin to betrayal.

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