The antique key nearly slipped from Leo’s sweating palm as he wrestled with the front door lock. It was stuck, as everything seemed to be in this dilapidated house. Honestly, he’d rather be anywhere else. A sharp, frustrated sigh escaped him, a puff of air in the stuffy silence. "Seriously?" he muttered, giving the key another vicious twist.

He shoved the door open, the hinges protesting with a rusty screech that grated on his already frayed nerves. Dust motes danced in the lone ray of sunlight slicing through a gap in the boarded-up windows. He pinched the bridge of his nose, the headache that had been simmering all morning now blooming into a full-blown migraine.

His sister, Maya, entered behind him, humming a cheerful little tune. "Well, this is… charming!" she chirped, oblivious to the oppressive atmosphere. He just glared at her.

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