The dreaded email. It was a punch to the gut. Emily slumped back in her chair. Her face flushed, her heart pounding in her chest. She had prepared for every scenario, practiced every possible interview question, and spent countless hours. All for this: a terse, impersonal message of rejection.

She felt a bitter taste in her mouth, and she wanted to spit. She wanted to yell. She felt a tight squeeze in her throat, making it difficult to breathe.

She reached for her phone, intending to call someone, anyone, to vent, but instead, she hurled it across the room. It hit the wall, cracking the screen. A wave of regret instantly washed over her.

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