Liam kicked at a discarded soda can as he stomped across the campus quad. The crisp autumn air did little to cool his heated cheeks. He'd been so close, just weeks away from graduating, and now this. A misplaced name, a mix-up, and his tuition funds were gone. He clenched his fists, the skin feeling tight and itchy. He needed that scholarship. He needed it to finish his degree, needed it to avoid having to move back home and disappoint his family.

He pictured the email, the bureaucratic language, the detached pronouncements of the university’s administrative staff. He could almost hear the robotic voice on the phone when he'd call. "We regret the error..." Like that made it better. He glared at the sky, the vibrant blue suddenly seeming mocking and indifferent.

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