The elevator ride felt like an eternity. Each floor he passed was a milestone on a slow, torturous journey. He kept straightening his tie, though it was already perfect. His palms were slick with sweat. He was going to meet with the board of directors, present his proposal. He had worked incredibly hard to get here.

He knew, with a certainty that chilled him, that he wasn't alone. Another research team was known to be working on a very similar plan. His chest tightened.

He envisioned the boardroom, the faces of the directors, their expressions impassive. What if their faces reflected disappointment?

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