The boarding gate felt like a pressure cooker. Sweat beaded on Amelia's forehead, not entirely from the humid airport air. She drummed her fingers against the cold plastic of the armrest, each tap a frustrated staccato. The airline’s automated voice droned on, announcing yet another delay. This was the third one. Her grandfather's 80th birthday party was tonight, a fact that had been burned into her memory since booking the flight. Now, the image of his smiling face, surrounded by his loved ones, felt miles away, obscured by a growing knot in her stomach.

She tugged at the collar of her shirt, wishing she'd chosen something less formal. The pristine white felt wrong now, a symbol of her dashed plans. A sigh escaped her, a puff of hot air that seemed to carry all her pent-up vexation. The digital clock on the wall mocked her with its slow, deliberate ticking.

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