The tiny, unassuming envelope was tucked behind the photo albums in the attic. Sarah, perched precariously on a rickety chair, stretched to reach it, the dust motes dancing in the sunbeam that sliced through the gloom. Her heart thudded a heavy rhythm in her chest. She’d been up here for hours, sifting through boxes of old baby clothes and forgotten holiday decorations, all in a desperate attempt to feel *something* other than this hollow ache.

She held the envelope up to the light. "First National Bank," it read, in crisp, official lettering. Her name wasn't on it. David’s was, though. A small, tight smile twisted her lips. Didn't he tell her everything?

The hairs on the back of her neck prickled. She tore it open, her fingers clumsy and fumbling. Inside, a statement. A substantial balance. Good grief.

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