The sun was sinking, casting long shadows across the neglected garden. Sarah knelt in the dirt, the remnants of a summer storm dampening her clothes. She tugged at a weed, her jaw set. She hated this. She wanted to sell the house, to be rid of it.

She found the letter in a box marked "Dad's Desk." She recognized his handwriting immediately. His resignation letter. She knew he had quit under difficult circumstances. He had always been so proud. She read the letter.

Her eyes narrowed. The tone was careful, guarded. He never spoke about what happened, never explained why he left. He'd carried it like a secret. She felt a burning sensation in her throat. She gripped the letter so tightly, the paper almost tore. This was too much. She tossed it in a pile of weeds. Time to burn this, she thought.

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