The train rattled along the tracks, the rhythmic clack a relentless reminder of the miles still remaining. Maya chewed on her thumbnail, the taste bitter and metallic. She’d been on this train for what felt like an eternity, far too long.

Her work – her heart, her soul, captured in pixels – was being paraded around without her consent. She saw it online, in a slideshow of some fancy event. She had to get there, and the sluggish progress of this metal tube was maddening. Her knuckles were white as she gripped the seat.

She imagined the smug grins, the self-satisfied pronouncements of the curators. The thought sent a jolt of anger through her, a burning pressure in her chest.

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