Maya chewed on her thumbnail, the chipped polish a testament to the last few sleepless nights. Math was a beast, the final exam looming like a storm cloud. She’d been up until 2 AM cramming, fueled by lukewarm coffee and mounting anxiety. That morning, scrolling through Instagram, she saw it: Mr. Henderson, her history teacher, followed her. Her breath hitched. Did he see her late-night posts of her venting about the test? Did he think she was slacking?

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