The driveway was a maze of dusty furniture and forgotten trinkets. Emily felt a prickling heat under her skin. She had driven for an hour, fueled by a vague sense of purpose that had solidified into a single, burning desire. The elderly woman running the sale was engrossed in a long, drawn-out phone call.

Emily’s hands fidgeted, tracing the worn pattern of her jeans. She paced in a small circle, the gravel crunching under her shoes. She felt a growing pressure inside her chest, a need to know.

Finally, the phone call ended. Emily rushed forward, ignoring the woman's surprised look. She didn't bother to ask questions, instead she went straight to a small, dusty trunk. The lid creaked open. There he was, in a tangle of moth-eaten blankets. She pulled him out, holding him close, a breath escaping her lips. "I’ll take him," she stated immediately.

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