"Great," Michael muttered under his breath, kicking at the wastebasket. It rolled a few feet, the discarded wrappers and crumpled papers a testament to the chaos of his day. The email from corporate had just landed like a lead weight in his inbox. Announcement. Right.

He paced his cramped cubicle, the confines suddenly feeling more suffocating than usual. He’d poured his heart into this project, late nights, early mornings, a constant stream of caffeine fueling his efforts. He’d been promised a promotion, a raise. The words, "synergy," and "strategic alignment" swam in his mind.

He glared at the blinking cursor on his screen, the unfinished presentation mocking his ambition. The knot in his stomach tightened with each passing second. He already knew the announcement. The inevitable restructuring. The layoffs. He grabbed his phone and started composing a resignation email.

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