Rain hammered against the attic window, mirroring the chaotic drumming in Amelia’s head. Finding the book, a tattered copy of *Wuthering Heights*, had been the only good thing about this miserable day. Now, digging through the musty pages, a brittle piece of folded paper fell free. She sighed, her shoulders slumping. Really? Another task?

She unfolded the letter with a grunt, the paper crinkling like dried leaves. The spidery handwriting was almost illegible, penned in faded ink. She squinted, then read the first line aloud, her voice tight. "My dearest Thomas..." Ugh. Just what she needed. A romantic missive from a stranger. She tossed it onto the pile of things she needed to sort, the attic already overflowing with years of accumulated junk.

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