Clara stared at her reflection in the bathroom mirror. Her face was pale, her eyes wide and haunted. The digital version of the magazine was open on her laptop, the article – *her* article – glaring back at her under another name. A bead of sweat trickled down her temple.

She had fought so hard to get this piece published. The rejection letters, the endless rewrites, the sacrifices… all for naught. The injustice of it all tightened her chest, making it difficult to breathe. She felt a sharp pain above her left eye, a headache that wouldn't go away.

She splashed cold water on her face, trying to compose herself. She felt a desperate need to fix this, to reclaim what was rightfully hers. She felt a growing impatience.

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