The clatter of dropped keys echoed in the quiet street. Mark rubbed his temples, a dull ache throbbing behind his eyes. The sight of the empty space where his trusty pickup truck had been parked sent a fresh wave of irritation through him.

He had been planning to finish the deck today. The wood was already cut, the tools laid out. Now, that felt like an impossible task. He kicked at a loose stone on the driveway, sending it skittering across the concrete.

He had bills to pay, deadlines to meet, and now this. He was completely out of patience. He felt a pressure building in his chest.

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