"Seriously, Ben?" Amelia's voice was tight. She stood in the doorway, arms crossed, staring at the hamster wheel spinning furiously. The tiny creature, a blur of brown and white, looked like it might be enjoying itself. Ben, however, looked ecstatic.

"Isn’t he amazing?" Ben had purchased the hamster on a whim. She'd been out of town. The scent of wood shavings and sunflower seeds was already assaulting her nostrils.

She pinched the bridge of her nose. There was no room, no time, and definitely no allowance for the incessant noises and smells of a rodent. She'd only just managed to get the apartment clean, and now… this. "Can we talk about this?" she asked through gritted teeth.

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