The pressure of juggling classes, a part-time job, and a demanding extracurricular activity was almost unbearable. Emily felt a constant thrumming in her chest, a physical manifestation of her overwhelm. She returned to her dorm room, wanting to sink into her bed and never leave. Her journal, usually hidden beneath her pillow, sat open on the shared coffee table. Her roommate, Jess, was typing away on her laptop, but Emily could sense a subtle tension in her posture.

Emily crossed the room, her jaw clenched. "Jess," she began, her voice tight. "Did you…?"

Jess stopped typing, her fingers hovering above the keyboard.

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