The list was on the fridge, held in place by a magnet shaped like a particularly smug-looking cat. He stared at it, the blood in his veins seemed to thicken. *Open a bakery.* *Learn to code.* *Become a yoga instructor.* The paper seemed to vibrate with a frenetic energy that mirrored the turmoil inside him.

He’d just taken a new job, a stable, predictable job that *he’d* needed. He’d thought they were on the same page. He took a step back from the fridge. He felt his hands clench into fists. He had planned to make a casserole tonight.

He took a deep breath. His head was thumping. The cat magnet seemed to grin at him. He abruptly ripped the list from the fridge and crumpled it in his hand. He wasn't sure what to do with the wad of paper 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