The clinking of the tea cup against the saucer felt excruciatingly loud. Grandma had been talking for twenty minutes, her voice a soothing drone, describing the newfound peace she’d found in Buddhism. Sarah, perched on the edge of the floral armchair, kept tapping her foot. The room, usually filled with the aroma of baking, now smelled faintly of incense, a scent that only seemed to amplify her unease. “So, you see, the Four Noble Truths…” Grandma continued, oblivious. Sarah took a large gulp of the lukewarm tea, the liquid barely touching her lips as she fought the urge to interrupt. She glanced at the clock on the mantelpiece. Dinner was in an hour and she had a dozen things still to do.

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