Margaret slammed the antique desk drawer shut, the wood rattling in protest. She hadn't found the photograph she was looking for, just a stack of yellowed papers tied with a faded ribbon. One envelope, addressed in a familiar looping script, caught her eye. It was to her mother, from… her? She flipped it over, the seal still intact. Her fingers fairly itched to open it.

A tremor went through her as she ripped the envelope. The paper felt brittle and thin. Inside, a single page lay, the ink a faded violet. "Dearest Mother," it began. She skimmed the words, a knot tightening in her stomach. Why had she never sent this? The regrets, the longings… a wave of heat washed over her.

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