He let out a short, frustrated bark of laughter. His entire trip, the one he had looked forward to for months, was collapsing before his eyes. The flight, to see his daughter's graduation, was delayed. He felt the blood drain from his face.

He paced the area, his strides becoming increasingly erratic. He stopped and ran a hand through his hair, leaving it a mess. He needed to be there. He had to witness her achievement.

He considered the options, dismissing each one as impossible. Tears pricked at his eyes. He sank into a chair, his shoulders slumped.

He sent a text to his daughter, hoping to keep up appearances and stay strong. The words felt like lead on his fingertips.

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