Liam slammed his fist onto the worn wooden table, rattling the teacup he hadn’t touched. His cheeks flushed crimson. This wasn’t happening. It simply couldn’t be. He’d followed Elara Thorne’s career for years, read her essays religiously, even took a writing workshop with her. Now, he was looking at her award-winning novel, “Crimson Echoes,” and his unpublished novella, “Echoes in the Crimson Tide.” The parallels were sickeningly obvious.

He rose from his chair, pacing the confines of his small apartment. The walls seemed to close in, the air thick with unspoken accusations. He reached for his phone, a primal urge to call her, to demand an explanation, to confront the woman whose words he had once held in such high esteem. But what would he even say? The words, like the plot, had been stolen.

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