Ethan slammed his textbook shut, the sound echoing through the quiet library. He found it difficult to breathe. The news had hit him like a physical blow. Professor Davies. Gone. Just like that. His carefully constructed academic trajectory, the one he had planned so meticulously, was suddenly off-kilter.

He’d always thought he knew where he was going, but now the path was obscured. He glanced around the library, at the silent readers, at the towering shelves of books. The weight of his impending task pressed heavily upon him. He imagined himself adrift, lost at sea, without a compass.

He wanted to scream. Instead, he forced himself to take a deep breath, steeling himself for the work ahead.

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
πŸŽ‰-0.233
happy-0.231
"-0.228