The invitation was tucked away in her purse, a constant reminder. Emily felt a constant sense of unease, like a tiny stone lodged in her shoe. Her parents had always been so effortlessly eloquent, charming everyone they met. How could she possibly measure up?

She rehearsed in the car on her drive to work, her voice cracking when she got to the part about her mother's unwavering support. Tears welled up, blurring the road ahead. She had so many memories, so much she wanted to say, but the words seemed to evaporate when she tried to form them.

She started avoiding phone calls from her mother, delaying her responses to emails. She knew she was being difficult, but the thought of the speech filled her with an inexplicable dread.

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