impatient - Story 70449 | Emotion Vectors in Gemma4-31B

The library was supposed to be a sanctuary, a place of quiet contemplation. But today, it was a pressure cooker for Olivia. She stared at the book in front of her, the words blurring before her eyes. The cover of her journal was a familiar sight.

Her roommate, Emma, was seated at the table opposite her, seemingly absorbed in her own studies. Olivia's foot tapped incessantly against the floor.

Olivia cleared her throat. “Emma, do you have any idea about my journal?”

Emma looked up, her expression carefully neutral.

Olivia just wanted it all to be over.

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:

`de`	0.527
`impatiently`	0.434
`impatient`	0.413
`S`	0.396
`impatience`	0.351

Suppressed:

`な`	-0.298
`s`	-0.298
`newfound`	-0.272
`께서`	-0.265
`заслу`	-0.264