The presentation was tonight, and her throat felt tight. She'd rehearsed a thousand times, but the words felt clumsy, the information a jumbled mess. She chewed on her lip, a nervous habit she knew she needed to break.

"Wow, you look like you're carrying the weight of the world," John said, walking by her desk.

She forced a chuckle. "Just… preparing."

John leaned in, pointing to a photograph of a smiling girl wearing a goofy hat, tacked to her corkboard. "Camp Whispering Pines? That's you, right?"

She nodded, surprised. "How did you..."

"I was there too! Remember the talent show?" He grinned. "I still have nightmares about my magic act."

The tightness in her chest finally began to abate.

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