He located the list in the back of his sock drawer. *Start a band.* *Learn to play the drums.* *Tour the world.* He felt as though someone had punched him in the gut. He took a step back, his hand flying to his chest. He felt betrayed.

He'd just spent the entire morning cleaning the house, a task he hated, just to make her happy. And she wanted to… He felt the anger bubbling up inside him. He kicked the sock drawer shut, the wood splintering slightly.

He was suddenly and completely exhausted. He went into the kitchen and poured himself a glass of water, and then stared blankly at the wall. The water tasted metallic.

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