David slammed the lid of the box shut, the sound echoing in the silent house. *Why won't it just be over?* he wondered. His grandfather, the steadfast businessman, a pillar of the community, had been a bore. He’d lived a life meticulously catalogued in dull photographs. Yet now, the photographs. One after the other. He saw a man who looked like his grandfather in a uniform, yet there was no mention of any military service. He flipped through them, each picture raising the same questions that had been gnawing at him for days.

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