Sarah slammed her locker shut with more force than necessary, the metal echoing down the deserted hallway. The end-of-year exams were a pressure cooker. She could barely eat, and sleep felt like a distant luxury. She’d been snapping at everyone, including her usually patient husband. The weight of her responsibilities felt crushing.

A young man waited by her car, holding a bouquet of her favorite sunflowers. She recognised him instantly, Michael, a student she had nearly given up on last year. He had struggled with the material and showed little interest, but somehow, he had passed.

"These are for you, Ms. Evans," he said shyly. "For… everything." His eyes were sincere. She took the flowers, the bright yellow petals a stark contrast to the gloom she felt. She took a deep breath, the scent of the sunflowers filling her lungs. A flicker of hope ignited within her.

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