“Are you even listening to me?” Her friend, Sarah, asked, her voice laced with a gentle exasperation. She sat across from her in the campus café, a half-eaten muffin on the table between them.

She blinked, returning to the present moment with a jolt. She picked at the chipped paint on the table. “Yeah, of course.”

Sarah sighed. “You’ve been staring into space for the past twenty minutes.” She reached across the table, placing her hand on hers. “Look, I know you’re on edge, but…”

She pulled her hand away, feigning a smile. “It’s fine. Really.” But her voice lacked conviction. The constant hovering uncertainty made her skin prickle. She just wanted someone to *say* something. To end the suffocating secrecy.

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