The attic air hung thick and dusty, catching in Martha’s throat. She coughed, waving a hand in front of her face. Sunlight sliced through the grime-coated windows, illuminating floating dust motes that danced in the beams. She was hunting for Christmas decorations, but instead, she unearthed a box tied with a faded ribbon. Inside, nestled amongst yellowed photographs, was a letter. Her handwriting. Dated: 1988. It was addressed to her own mother.

Her jaw clenched. She unfolded the brittle paper. "Dear Mom," it began. She skimmed the flowery prose, a wave of heat rising in her chest. This was before the phone calls, before the rushed visits. It was before everything went so wrong. She threw the letter back in the box, the ribbon snapping against the wood. Why now? Why dredge this up? She needed a stiff drink.

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