The spreadsheet was a monster, a snarling beast of conflicting data and formulas that defied all logic. Amelia ran a hand through her hair, tugging at the strands until her scalp tingled. Another typo. Another cascade of error messages. Across the small, cluttered office, Mark hummed tunelessly while assembling a paper airplane. "Need a hand?" he chirped, oblivious to the volcano threatening to erupt inside her.

Amelia slammed her fist on the desk, rattling the already precarious stack of papers. “No, Mark. I don't need a hand. I need this whole thing to *work*." His carefree attitude was infuriating.

Then, from the corner of her eye, she noticed a worn, faded patch on his backpack - a smiling bear, a campfire, and the words "Camp Clearwater." Her shoulders slumped. "Wait… was that…?"

"Camp Clearwater! Oh man, the best summer of my life," Mark beamed, completely ignoring the tension. "You went too? Remember the gaga ball pit? So much fun." Amelia's internal temperature rose.

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