The email notification popped up mid-lecture, a jarring interruption to Professor Davies’s analysis of Post-Structuralism. Sarah felt a surge of heat rush up her neck. Her hands clenched into fists in her lap. She fought to keep her face neutral, but she felt a tremor pass through her.

She wanted to scream, to lash out at the professor, whose words suddenly seemed irrelevant and meaningless. She gripped her pen so hard the plastic began to bend. After she left, she wandered the halls, her footsteps echoing in the semi-empty corridors.

The vibrant colours of the art displayed on the walls felt muted, her usual enjoyment replaced with a vague feeling of desolation. Her breath caught in her throat. She needed to sit down, but couldn't find a place to rest.

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