Rain lashed against the windows of the hospital waiting room, mirroring the tempest brewing inside Amelia. She tapped her foot, a relentless tattoo against the linoleum. The doctor was late. Again. She’d been waiting for an hour, clinging to the flimsy hope that today’s results might offer some clarity, some relief from the constant fatigue. The appointment was at three. It was now four-fifteen. She ran a hand through her already messy hair, leaving it standing on end. Each tick of the clock felt like a deliberate jab, twisting the knife of her mounting frustration.

The double doors swung open, and a man, equally bedraggled by the weather, stumbled in. He clutched a crumpled file to his chest, his face etched with a similar weariness. He caught her eye and offered a weak smile.

“Dr. Chen running late today, too, I see?” he asked, his voice gravelly. Amelia just huffed, folding her arms. The stranger sighed, sinking into the chair next to hers, and she noted the identical tremor in his hands.

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