The essay about the time she got lost in the woods. Her essay. Printed. Displayed. Read by everyone. Her phone buzzed in her pocket. It was her mother, texting her a picture of the page. "So proud!" it read. The blood was pounding in her ears.

She felt a tremor run through her. She felt like she was going to be sick. She got up and walked towards the bathroom. She needed water, a long shower, and a large bottle of wine.

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