The crumpled paper was hidden under a stack of old magazines in the spare room. A handwritten bucket list. He never used the spare room. Never touched the magazines. She had. And now, this. He felt a throbbing in his temples as he scanned the items. *Learn to surf.* *See the Northern Lights.* *Write a novel.* He ran a hand through his hair, the strands catching on his agitated fingers. Had she even *considered* him in these grand schemes?

He paced the length of the room, the worn floorboards groaning under his weight. He’d just offered to paint the kitchen. He’d envisioned a quiet weekend, not this… this existential crisis fueled by someone else's unfulfilled ambitions. He kicked a discarded shoe across the floor.

"Seriously?" he muttered, picking up the list again. *Go to Italy.* *Adopt a puppy.* *Learn Italian.* He was already going to Italy! And he’d *suggested* they get a dog last year and she'd said they were too busy. He tossed the list onto the table, the paper landing with a sharp slap. He needed a drink.

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