The attic air felt thick and heavy, like a woolen blanket. Dust motes danced in the lone ray of sunlight. Sarah squinted, pushing aside a stack of moth-eaten curtains. She'd come up here to find a book to take her mind off things, but all she'd found so far was a growing sense of frustration.

She picked up the book. As she did, a small piece of folded paper fell. She just wanted to find something, *anything* to distract her. She snatched up the note and tossed it aside, the pages of the book remaining closed.

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