"Are you alright, dear?" Her mother's voice, laced with concern, cut through the tension in the kitchen. Sarah, leaning over the steaming pot of soup, nearly jumped. The email – the devastating email – still fresh in her mind, made her hands feel clumsy.

She managed a weak smile. "Fine, just… a long day." It was an understatement. The article, her groundbreaking analysis of environmental trends, was in print, but not with her name. She felt a pressure behind her eyes, the familiar precursor to tears. She ladled soup into a bowl, her movements jerky and imprecise. The spoon clattered against the ceramic, a sharp, unwelcome sound.

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