The email notification chimed, a sound Maya usually loved. This time, though, it felt like a tiny, digital stab. She snatched her phone from the desk, her fingers brushing against a half-eaten bag of chips. "University Announces Closure," the subject line read. Maya rolled her eyes, already anticipating bureaucratic nonsense.

She slumped back in her chair, the cheap plastic creaking in protest. Her gaze drifted to the textbooks piled beside her, a reminder of the thousands of dollars she'd sunk into this place. Suddenly, the air in the room felt thick, oppressive.

"Seriously?" she muttered, the question aimed at the empty space. Her shoulders tightened. This was just great, she thought, the sarcasm dripping from the thought. She'd just finished registering for next semester.

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