The house felt like a pressure cooker. Lisa had deadlines at work, a sick dog, and now this. She’d glanced at the school email, intending to quickly check the teacher's name.

Mrs. Miller. Her blood ran cold. The same Mrs. Miller who always saw right through her. The woman who had made her feel like the dumbest kid in class.

She pressed her palms against her temples, trying to ward off the throbbing headache that was starting. She imagined the parent-teacher conferences, the inevitable judging, the feeling of always falling short. She got up, pacing back and forth. The past was back, and it was going to be relentless.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169