The list was in a box under the bed, buried beneath old photo albums. *Swim with sharks.* *Learn to skydive.* *Write a cookbook.* She felt a cold dread settle in her bones. He’d always seemed so… steady. So grounded.

She sat down on the floor, the albums scattered around her. She'd asked him to help her move the furniture yesterday. He’d grumbled, but he had done it.

Her hands were shaking. She picked up a photo of them, smiling at the beach. He was wearing a hat. She knew she'd never look at that photo the same way again. The light from the window seemed dim.

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