"Are you all right, dear?" her husband, David, asked, noticing her short breaths. Amelia was meticulously straightening the already perfectly arranged floral centerpiece. Her jaw was tight. She'd been practicing her speech in her head for days, but each time she started, the words vanished.

She hated being the center of attention. She dreaded the moment when all eyes would turn toward her, awaiting her words. She felt a burning sensation in her throat. She cleared it. She wanted to be articulate, to honor her father. She just… couldn't.

David put a hand on her arm. She flinched, then forced a smile. "Just fine," she said, her voice sounding thin, fragile, to her own ears. She poured herself a glass of water and drank it in one long swallow, then turned away from him to busy herself arranging the champagne flutes.

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