The heat in the stuffy courtroom was oppressive, making Elias feel like he was swimming in treacle. He fidgeted, pulling at his collar. His sister, Olivia, had inherited the family business, a lucrative chain of luxury hotels. And he… he'd been given a box. A rather heavy box.

He watched the lawyer lift the lid and pull out a collection of antique maps. His mind raced. He felt a sudden, sharp pressure behind his eyes. Maps? He felt a laugh bubble up from his chest, bordering on hysteria. This was it? His inheritance?

He leaned back in his chair, suddenly exhausted. The entire process felt like a cruel joke, and he was the punchline. He wanted to get up and leave, to escape this stifling room and breathe fresh air.

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