"Okay, okay," Liam muttered, his voice barely a whisper. He felt a tightening in his stomach, a knot he couldn't seem to loosen. His mother’s legacy was spread out before him, a tapestry of his academic life.

He'd assumed she'd be like other parents, having thrown out his scribbles long ago. How wrong he was. Now a collection of drawings was in front of him. A self portrait he'd drawn. A particularly bad one.

He flipped through a stack of book reports, his fingers trembling slightly. What if there were embarrassing notes? Negative comments from the teacher? The thought made him feel incredibly small.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228