The invitation sat on Amelia's fridge, a gleaming beacon of pure, unadulterated annoyance. "Pool Party!" it shrieked in bubbly font. Right. Just what she needed. She slammed the fridge door, the magnetic click echoing her frustration. Her own meticulously planned garden party, with its string quartet and artisanal cheese selection, was now facing a head-to-head battle with teenage shrieks and chlorine. She ran a hand through her hair, picturing sticky fingers on her prize-winning roses.

She slumped onto the sofa, grabbing her phone. A text from Chloe. "Can't wait for your party! See you at 7!" Amelia gritted her teeth. She'd already re-sent Chloe the invitation to *her* party three times. Did Chloe even *care* that they were both turning thirty?

A pounding headache began to bloom behind her eyes. This was just her luck. She rubbed her temples, trying to ward off the throbbing.

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