The office was quiet, the fluorescent lights buzzing overhead. Emily felt the sting in her eyes, the familiar precursor to a migraine. The private Facebook group, a digital haven for her daughter, Chloe, was now exposed, filled with conversations about boys, parties, and secrets. It felt like a punch to the gut. The world was spinning.

She leaned back in her chair, the leather creaking in protest. She had spent the last twenty years dedicated to her career, sacrificing so much to provide for her only child. She felt a wave of nausea roll over her.

She had to stay calm. She had to figure this out. But the knowledge that her daughter had a life she didn't know about, a secret world that excluded her, was a heavy weight.

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