The phone vibrated in her hand, a harsh, insistent pulse. Sophia, her teenage daughter, Maya, had a secret profile on a platform she didn't even recognize, full of videos. The quick, rapid-fire cuts of the videos, the unfamiliar slang, the flashing lights, all added to the growing sense of disorientation.

She felt a hollowness in her chest. She had been working longer hours to provide for Maya, thinking she was building a better future, but the reality felt cold.

She bit her lip, holding back the tears. It was clear she didn't know the girl she was raising.

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