Ethan felt a strange prickling sensation on his skin as he walked into the dorm. The room, usually a haven of comfortable mess, now felt hostile, full of unseen eyes. A quick glance at the desk confirmed his fears: his journal, usually tucked away, was now face down, a subtle shift that sent a jolt of anxiety through him.

He cleared his throat, attempting nonchalance. "Hey, Mark," he said, his voice higher than usual. Mark, engrossed in a game, grunted in response. Ethan felt a wave of heat wash over his face. He pretended to rummage through his backpack, but his hands were trembling slightly.

Every click of the mouse, every rustle of paper, sounded amplified in the sudden silence. He quickly retreated to the window, staring out at the trees, a knot forming in his throat. He wished he could just vanish.

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