Liam stared at the email, the stark white of the screen a blinding contrast to the dim lighting of his dorm room. “Congratulations! Your essay has been selected for publication…” The words swam before his eyes. A coldness spread through him, chilling his fingers and toes. He’d poured his soul into that application, crafting a piece about his struggles with his father.

He slumped back in his chair, the plastic creaking under his weight. He’d been so proud, so sure he’d written something impactful. Now, he felt exposed, stripped bare. He closed his eyes, picturing his father's face, a mix of relief and the looming threat of judgment.

His phone buzzed on the desk, a notification from his best friend, David. He ignored it. He felt the insidious grip of an icy unease tighten around him. He felt as though he might be sick.

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