The screen seemed to blur before him, a jumble of words, but the message was clear: rejection. Emily slumped back in her chair, the sudden deflation causing the springs to squeak. She stared at the ceiling, the stark white a stark contrast to the colorful world she tried to create.

She wanted to tear the manuscript apart, page by page, shredding it into nothing. She imagined a roaring fire, consuming all the hard work, all the hope, all of it. Then she remembered she lived in an apartment building and her neighbors might take issue with the smell of burning paper.

She walked to the window, the sunlight too bright, too cheerful. She wanted the world to match her mood. She wanted darkness. She wanted to disappear.

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