Liam slammed his locker shut, the metal door rattling against its frame. He glared at the crumpled jersey, the color of disappointment, lying forgotten on the bench. He'd poured his heart and soul into this, trained until his muscles screamed, sacrificed weekend hangouts for drills. Now, to be cut? He raked a hand through his already messy hair, the gesture violent. He felt a throbbing ache behind his eyes, a familiar symptom of pure, unadulterated fury. The locker room air suddenly felt thick, suffocating.

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