He stared at the list, found scrawled on the back of a receipt from a hardware store. *Build a boat.* *Live off the grid.* *Learn to play the harmonica.* He felt a chill run down his spine. He'd just finished remodeling the bathroom. He had done all the work himself.

He reread the words. A hot flush crept up his neck. He felt like he had wasted months, even years. The list was a rebuke to his life. *Find buried treasure.* *Become a survivalist.* He balled his fists.

He wanted to scream. He wanted to throw the list into the fireplace. He sat down heavily on the bed, the mattress sinking under his weight. He didn't feel tired. He felt… empty.

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