The car screeched to a halt, tires spitting gravel. Amelia burst out, her face flushed, her breath coming in ragged gasps. Where the towering maple had stood, a raw, gaping wound marred the landscape. She bit down on her lip, a sharp, stinging pain in her mouth, but it was nothing compared to the ache in her chest.

She felt a tremor run through her. Her carefully constructed facade of composure crumbled. The tree, her tree, a living testament to her youth, reduced to nothing but a stump. She paced back and forth, muttering under her breath, a rapid-fire stream of indignant pronouncements. The audacity of it all.

She wanted to call someone, anyone, to share this outrage. Her hands trembled as she pulled out her phone, scrolling through her contacts, a knot forming in her stomach. What was the point? The damage was done. All she could do was stand here and stare at the wreckage.

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