The airport felt like a purgatory. Sarah paced the length of the waiting area, a restless energy coursing through her. She clutched the crumpled boarding pass in her hand, the paper feeling rough against her skin. Her brother’s wedding was supposed to be in three hours. She’d spent weeks preparing, selecting the perfect dress, rehearsing her speech.

A small child began to wail, and Sarah flinched. The sound grated on her nerves. She glared at the parent, who offered a weak smile in return. The announcements continued, a stream of apologies and vague reassurances. She felt a tremor in her hands, a physical manifestation of her exasperation.

The champagne toast, the first dance, the vows – all of it, she was missing it, she was missing *everything*.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224