Liam stared at the email, the words blurring before his eyes. "Congratulations on the publication!" it chirped. He felt a sudden, inexplicable urge to throw his phone across the room. It took every ounce of control he possessed not to. His carefully crafted piece on sustainable farming, his *passion project*, published under the name of Bartholomew Finch. Who *was* Bartholomew Finch?

He rose abruptly, pacing the cramped confines of his apartment. The air felt thick, heavy, as though the walls were closing in. He tugged at his collar, his breath coming in shallow bursts. He had poured his heart and soul into this, sacrificing sleep, social life, even basic sanity.

He imagined Bartholomew Finch, wherever he was, basking in the glory that should have been his. A hot flush crept up his neck, and he ran a hand through his already disheveled hair. He had to do something. He had to *fix* this.

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