The hallway clock ticked with glacial slowness. Liam drummed his fingers on the cold metal of the locker, a staccato beat that echoed in the otherwise silent corridor. He'd been waiting for the professor for twenty minutes, his meticulously crafted defense already rehearsed a dozen times in his head. Sunlight streamed through the high windows, illuminating dust motes dancing in the air, a movement that mocked his own stillness. Each passing second felt like an eternity.

He checked his phone again, the screen a stark white in the dim space. No new messages. He needed this over with. He couldn’t be late to his shift at the library.

He paced the length of the hallway, a tight, nervous energy thrumming through his veins. The air felt thick, heavy with the weight of accusation. He clenched his jaw, the muscles tight. He ran a hand through his hair, mussing it further. He just wanted to get this over with.

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