The news felt like a physical blow. Mark, engrossed in his coding project in the library, felt his heart slam against his ribs. The digital world he inhabited, normally a source of comfort, now seemed flimsy and unreliable. The air grew thick, pressing down on him.

He slammed his laptop shut, the sudden noise echoing in the hushed space. His hands were shaking; he shoved them into his pockets. He needed air, needed to be away from the sterile environment. He shot out of the library, the world outside appearing too bright, too loud.

He walked aimlessly across the quad, kicking at loose pebbles. A knot formed in his throat, making it difficult to breathe. He imagined the future, a vast and frightening expanse he had no clear map of.

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