Sarah ripped off her headset, throwing it onto the desk with a force that rattled the plastic water bottle perched precariously on the edge. The day, already a monument to monotony, had just gotten a whole lot worse. The cryptic email, the hushed whispers in the break room – she knew what it meant. Again.

She felt a tremor run through her hands as she clicked on her email again, re-reading the message from the CEO. Her jaw clenched. This was her fourth company in five years. She'd sunk her teeth into this one. Actually enjoyed it. Now what? She pushed back from her desk, the creak of the chair a small, sharp sound in the otherwise quiet office.

The fluorescent lights were doing that irritating flicker thing again, and she had to turn away before they made her lose it. She had a mortgage to pay, a dog to feed, and a looming feeling of utter helplessness. She glanced at the clock; three hours until the announcement. Three hours to prepare for another round of resume updates and futile hope. She closed her eyes.

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