Rain lashed against the window, mirroring the tempest brewing inside Michael. He gripped the letter tighter, the paper crinkling in his hand. Found it wedged between the pages of an old book – a book he hadn't opened in decades. The letter was addressed to his brother, the one who had, in every conceivable way, abandoned him. It was a plea, dripping with vulnerability.

His head throbbed. He’d built a wall, a fortress, around his emotions. He thought he’d finally managed to seal them away. He should just throw it away. Right? He flipped the letter over and over, his fingers drumming a rapid tattoo against the yellowed paper. He needed to get out of the house. Now.

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