The archaeologist, Dr. Anya Sharma, tapped her foot against the cold, damp floor of the excavated chamber. The dig team was painstakingly brushing away layers of dust and debris, revealing what she assumed would be the prize: a forgotten time capsule. She sighed. The slow, deliberate work grated on her. She had a lecture to give in two days, and she needed to examine the contents of the capsule to prepare. She fidgeted with her pen, drumming it against her notepad. "Any progress?" she asked, her voice sharp.

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