The notification pinged. Sarah groaned, a low sound of pure frustration. It was Mark, her online buddy from the hiking group, asking if she was "free to finally grab that trail beer." She was absolutely *not* free. Not even remotely. She’d spent the last hour perfecting her sourdough starter, and the thought of having to switch gears and feign interest in Mark's endless tales of his "epic" hikes was utterly exhausting.

She stared out the window, at the setting sun, which was now casting long shadows across the park. The very same park where she was now forced to meet him. She buried her face in her hands, wanting to scream into a pillow.

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