The wind howled outside, mirroring the storm brewing inside Clara. She stood by the window, watching the rain lash against the glass. The visibility was reduced to almost nothing. The forecast was horrendous.

The slow, methodical rhythm of the rain, the way it hammered against the glass, seemed to mock her. She was supposed to be preparing the guest room for her visiting family, but she couldn't.

From the kitchen, she heard her husband’s voice, a steady stream of unfamiliar sounds. He was trying to speak her Polish. She felt a knot of pressure tighten in her chest. She needed him to finish. She was already so behind schedule.

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