The tiny apartment felt suddenly smaller, the air thick with the smell of damp kibble. Sarah slammed the fridge door, the resulting echo doing nothing to quell the insistent chirping emanating from the cardboard box. She'd told Mark. Repeatedly. No pets. They'd agreed. Now, a fluffy, perpetually hungry ball of fluff had commandeered the living room, and apparently, Mark’s entire supply of free time.

He was in the kitchen, cooing at the dog. “He’s just so *cute*,” Mark had said, eyes shining, when he’d first brought it home. Cute. Like a miniature furry landmine designed to disrupt every ounce of sanity.

Sarah ran a hand through her hair, picturing her pristine, well-organized life, now trampled under the paw prints of… well, of whatever this thing was. She grabbed her keys. Another late night at the library, then. Anything was better than 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