The lump in Sarah’s throat was difficult to swallow. Seeing Ms. Ramirez’s follow request felt like a violation. She wanted to scream, to lash out at the audacity of it all. It was intrusive. Her personal life, her carefully crafted online persona, now open to scrutiny from her history teacher.

Her fingers trembled as she stared at the screen. She considered blocking her, but that felt like it would make things worse. They’d have to see each other every day. Sighing, she changed her privacy settings, hoping that would provide some semblance of protection.

She slumped against her desk, her gaze fixed on the ceiling. The idea of Ms. Ramirez watching her stories about her friends made her feel strangely exposed and vulnerable. This was going to be a long week.

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