The estate agent had painted a rosy picture. Spacious rooms, original features, a charming garden. He’d left out the part about the drafty windows, the sloping floors, and the pervasive feeling of unease. Charles ran a hand across his forehead, wiping away a fresh layer of sweat.

He’d spent the last few weeks battling mold, repairing crumbling plaster, and trying to decipher the ancient plumbing. He'd even had to deal with the neighbor's incessant dog. It was all a bit much.

He was in the library, trying to organize the inherited books. One of the shelves seemed out of alignment. He tugged at it, a desperate, almost violent pull. The entire bookshelf swung inwards, revealing a small, dark room, filled with cobwebs.

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