The humidity in the basement clung to Ethan like a second skin. Another box. Another day spent rummaging through his grandfather's belongings. He was supposed to be at the beach. He just wanted it all to be over.

He pulled out the letter. His grandfather’s resignation, from the shipping company. He knew the story. The loss of his savings, his health, and his career. Ethan read. The words were cold. Distant. He remembered the arguments, the shouting. He felt a wave of dizziness wash over him.

He dropped the letter, the paper scattering across the dusty floor. He ran a hand through his hair. This brought back all the old memories. He would get to this later. He just needed to get out of the house.

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