Sarah crumpled the article in her hands, the glossy paper crinkling like a fire. It was in the "Business Titans" section of the newspaper. It outlined her “meteoric rise” to CEO, complete with fabricated anecdotes about her childhood lemonade stand. Her stomach churned.

She leaned back in her impossibly expensive chair, pushing a stray strand of hair behind her ear. Her office, usually a haven of order, suddenly felt oppressive, the sunlight mocking the chaos within. The phone buzzed, a persistent insect. She ignored it, her gaze fixed on the pristine white walls.

The author, some unknown hack, had even attributed her success to “ruthless ambition.” Ruthless? She had volunteered at the local animal shelter every Saturday for the past decade! She needed to scream. She took a deep breath. She would find this writer, and then… well, she’d figure it out later.

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