Sarah tapped her foot, a relentless staccato against the polished ballroom floor. The string quartet, bless their hearts, were butchering “Pachelbel’s Canon.” She checked her watch again. Five minutes before her speech. Five minutes before she could escape this saccharine fest. The catered shrimp cocktail, though plentiful, wasn't doing much to alleviate the growing pressure in her chest. She needed this over with.

"Are you ready, dear?" her mother asked, a beaming smile fixed on her face. Sarah forced a smile back, her fingers clenching into fists at her sides. "Just about, Mom."

She could feel the blood thrumming in her ears. Each second felt like an eternity. She really wished they hadn't chosen this particular floral arrangement; the overwhelming perfume was making her head ache.

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