The boarding gate felt like a pressure cooker. Amelia paced, the worn linoleum tiles of the terminal floor reflecting the sickly fluorescent lights above. She checked her watch again, the polished silver face mocking her with its relentless ticking. The wedding was supposed to start in two hours. Her sister, Sarah, was finally getting married, and Amelia desperately wanted to be there.

“Ladies and gentlemen, we are experiencing a further delay due to… unforeseen circumstances.” The loudspeaker crackled with the announcement. Amelia clenched her fists. Her flight, already postponed once, was now pushed back another two hours. A knot of unease twisted in her stomach, making it difficult to breathe.

She imagined Sarah, radiant in her dress, waiting at the altar. Her heart ached at the thought of missing the vows, the first dance, everything. Grabbing her phone, Amelia frantically texted her sister: “Stuck at the airport. Running late. Hope you’re okay. Love you.” The message, though full of affection, felt inadequate, a mere whisper in the vast space of her absence.

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