The fluorescent lights of the office hummed, a relentless, maddening drone. Sarah tapped her pen against the desk, a rapid-fire staccato against the silence. Across from her, Mark, her replacement, chewed on the end of a pen, a picture of wide-eyed innocence. He was asking the same question for the fourth time. "So, when do I… file this?" Sarah took a deep breath, the air in her lungs feeling thick and heavy.

She gestured towards the overflowing in-tray with a weary hand. "When it's… completed." Her voice held a note of strained politeness. She felt a headache blooming behind her eyes. This was the fifth day of training, and each passing hour felt like an eternity.

Mark blinked. "But… how do I know when it's completed?"

Sarah closed her eyes for a moment, picturing the open road. The smooth tarmac, the wind in her hair. She opened them again. "Look at the checklist, Mark. The one I gave you."

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