The realtor’s voice, all sunshine and platitudes, grated on her nerves. Every cliché about "charming character" and "great potential" made her want to scream. She gripped the cold, damp banister of the staircase. This house was anything but charming.

She leaned against the rotting porch. The air was heavy, the silence broken only by the incessant buzzing of unseen insects. She wanted to be anywhere but here, trapped in this decaying shell.

Her brother, David, was already on his phone, negotiating a price for the "treasures" he’d unearthed. He saw it all as a business deal, a quick buck. She just saw years of her life slipping away. She let out a long, slow breath.

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