The attic air hung thick and dusty, catching in Eleanor’s throat. She swiped a hand across her forehead, smearing grime. *Come on, come on,* she thought, the seconds dragging. Uncle Arthur’s supposed war hero tales always grated on her. She fumbled with the brittle cardboard of a photograph album, its spine cracking ominously. Her fingers, which were twitching, finally pried it open. Inside, a grinning Arthur, resplendent in a borrowed sailor's uniform, posed next to a woman in a flapper dress, the beach clearly visible behind them. No war, no heroics, just a clandestine seaside holiday. She flipped the page, her heart thudding.

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