Mark reread the email, his jaw tight. His award-winning architectural design, featured in "Architectural Digest," was credited to a rival firm. His hands shook as he set his coffee down. He felt a wave of nausea, like the world had tilted on its axis.

He stormed through his apartment, kicking a stray shoe across the floor. The sleek, modern design he loved suddenly felt sterile and cold. The quiet, once a source of peace, was now a torment.

He felt a rage that bubbled up, threatening to consume him. The sacrifices he made, the late nights, the constant striving, all for this. He needed to escape, to run, to be anywhere but here.

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