The coffee cup trembled in Sofia's hand as she walked back to her desk. The fluorescent lights of the hallway seemed to flicker, making her feel disoriented. Just this morning, she'd been joking with Dr. Evans about how long their project would take. Now, she felt a hollow ache.

She’d spent months cultivating a close working relationship with him. He was her mentor, her guide. She found herself replaying their last conversation in her mind, searching for clues, some hint that this was coming. There were none. The coffee, usually a comfort, tasted like ash.

She sat, staring blankly at her computer screen. The cursor blinked mockingly. She felt a profound sense of isolation.

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