The newspaper crinkled in Clara’s grasp, the headline mocking her. “Beloved Author, Arthur Finch, Accused of Plagiarism.” She let out a humorless, choked laugh. He was beloved, all right. Beloved by her, until just now. Her shoulders slumped, a weariness settling over her that felt bone-deep. She'd spent years studying Finch’s work, analyzing his structure, dissecting his language. She was, essentially, a Finch expert. And now? Now she was a fool.

She threw the paper onto the coffee table, the gesture a deliberate act of defiance against the crushing disappointment. Her hands were trembling. Her heart was beating a frantic tattoo against her ribs. She felt as though she’d been sucker punched, the wind knocked out of her.

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