The email notification pinged, and Chloe's heart sunk. She swallowed hard, fingers trembling as she clicked on the attachment. Seventy-three percent. Her jaw clenched. She reread the grade, as if the numbers would magically transform. The air in her dorm room suddenly felt thick, stifling. She imagined the professor, smug and self-satisfied, enjoying his morning coffee while she was left to pick up the pieces of her shattered academic dreams. Her hand instinctively reached for the delete button, but the screen stayed put.

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