Sarah glared at the elevator panel. The numbers remained stubbornly fixed at "G". Three hours. Her stomach twisted, not from hunger, but from the sheer frustration of the situation. "Great," she muttered, audible only to herself.

She took a deep breath, trying to calm the jitteriness that was building inside her. Her colleague, David, offered a nervous smile. "Maybe they'll send pizza." She shot him a withering look. Pizza? The thought was absurd.

The air conditioning, if it was even working, wasn't doing much. Beads of sweat began to form on her forehead. She pulled at the collar of her blouse, the fabric suddenly feeling too tight, constricting her. The incessant drone of the emergency lights was making her head hurt.

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