The hum of the fluorescent lights grated on her already sensitive nerves. She chewed on the inside of her cheek, a habit she’d been unable to break. The waiting room was filled with the hushed whispers of strangers, all of whom seemed strangely calm. Her own anxiety was a tangible thing, a weight pressing down on her chest, making it difficult to breathe.

The receptionist called her name, and she rose, her legs feeling like lead. She stepped inside the office, bracing herself for… something. The therapist looked up.

It was Paul, the boy who used to torment her during the school years. Paul, the one who'd made her life a misery. The Paul who now held a degree and wore a gentle smile. She felt a mix of bewilderment and dread wash over her.

“Please, have a seat, Emily,” he said, his voice surprisingly soft.

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
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169