"Seriously?" Chloe’s voice was a tight, controlled whisper as she stood in the fluorescent-lit hallway outside the financial aid office. She re-read the email on her phone again, the words somehow becoming more infuriating with each pass. The scholarship, the one she needed to pay for her art supplies, the one that meant she could keep pursuing her dream, was gone.

She took a deep breath, trying to slow the rapid beat of her heart. A headache was already blooming behind her eyes. The cheap linoleum of the hallway felt gritty and unpleasant beneath her shoes. She considered marching back into the office, screaming, demanding answers, but she knew that wouldn't help. It would just make things worse. She would, though, definitely not be attending the mandatory university seminar on "stress management" that was scheduled for next 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