The air in the art studio was thick with the scent of turpentine and old paint. Rachel was recounting the story of their collaborative art project, the one that ended with the spilled paint and the very public argument. Her version was a romanticized tale of artistic collaboration, with herself as the central figure.

"It was so amazing! We were inspired by the passion of the greats!" Rachel exclaimed, her eyes gleaming. "We were truly creating something special."

Across the canvas, Sarah stared, feeling a knot of unease twist in her stomach. "Rachel, it ended with a screaming match and the destruction of months of work! And you were the one who knocked the can over!"

Rachel waved a dismissive hand. "A small detail. It was a learning experience. You needed to be more careful, I wanted to showcase my skills!"

Sarah's breath caught in her chest. She picked up a brush and began to scrub at the canvas. The memory was too painful. Why did it have to be like this?

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216