The card was tucked between a flyer for a pizza place and a utility bill, looking ridiculously out of place. Amelia snatched it, her fingers curling around the cheap, glossy paper. Another card. She already had enough to do today, what with the leaky faucet and the mountain of laundry.

Her eyebrow twitched as she turned it over. No return address. Just a generic, brightly colored picture of a cartoon cat with a bow. *“Happy Birthday!”* the front blared. She hadn't even had the time to eat breakfast yet.

"Seriously?" she muttered, tossing the mail onto the cluttered counter. The cat’s cheesy grin felt personally directed at her. A low throb started in her temples. She needed coffee, now.

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