Liam ran a hand through his already messy hair, the bills spread across the kitchen table like a hostile army. Rent was due, and his freelance work had dried up. He felt the familiar thrum of anxiety behind his eyes. He needed some distraction. He went to the attic, hoping to find something, anything, to take his mind off things.

He tripped over a box, sending its contents scattering across the floor. Papers, folders, notebooks. His breath hitched as he recognized his own handwriting. His mother had saved everything. Every math quiz, every science project, every half-hearted attempt at creative writing.

He felt the muscles in his jaw clench. He didn't want this. He didn't want to see his failures again. He kicked the box closed, a wave of frustrated helplessness washing over him.

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