The incessant chirping of the birds outside his window grated on Liam’s nerves. He pulled the covers over his head, trying to block out the noise, but the sounds, like his own thoughts, found a way to penetrate. The walls felt like they were closing in.

He’d spent the morning cleaning his old bedroom, a futile exercise in trying to regain some semblance of control. Every item, every photograph, was a reminder of a past that now felt like a burden. The thought of facing another day, another round of questions and well-meaning suggestions, was almost paralyzing. He pressed his palms against his eyes.

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