The email sat in Amelia’s inbox, a stark white rectangle against the cluttered background. Her fingers trembled as she clicked. *Important Announcement: University Closure.* Her breath hitched. The words blurred before her eyes, the familiar logo of Crestwood College suddenly mocking in its familiarity. Her stomach churned, a cold fist clenching inside her. She slammed her laptop shut, the click echoing in the sudden quiet of her tiny dorm room.

She paced the length of the room, each step a frantic measure of a future she couldn't yet see. Her jaw was tight, and she chewed on the inside of her cheek. Outside, the autumn wind howled, mirroring the unrest within her. The thought of moving back home, of explaining this…failure…to her parents, sent a wave of heat washing over her.

She grabbed her worn copy of *Pride and Prejudice* and threw it across the room. It landed with a soft thud against the wall. She slumped onto her bed, burying her face in the pillow. The scent of lavender and regret filled her nostrils.

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