The constant scratching sound from behind the sofa was like fingernails on a chalkboard, burrowing into her brain. Emily slumped onto the chair, burying her face in her hands. The kitten, which Chloe had named "Fluffy," was not, in fact, fluffy. It was a tiny, relentless agent of chaos.

He had chewed a hole in one of her best shoes. He had climbed the curtains. He had knocked over a vase. And now, he was attacking the underside of the sofa.

"He just needs to play," Chloe said, oblivious, as she happily cleaned up a puddle of urine. Emily closed her eyes. This was supposed to be a relaxing, comfortable apartment. This was not.

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