He ran a hand through his hair, leaving it standing on end. The letter about the condo conversion had arrived this morning. It felt like a lifetime ago. Liam’s fingers drummed on the steering wheel as he sat idling in traffic. The cars ahead barely inched forward. He muttered under his breath, watching the second hand on his watch tick past each agonizing second.

The city’s slow pace was becoming unbearable. He envisioned the construction noise, the constant disruption, the climb in the already inflated market price. A dull ache began in the back of his neck.

He finally reached his office, slamming the car door with a resounding thud. The secretary, normally a comforting presence, received a curt nod as he marched past. He needed to get *going* on this. He needed answers.

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