"You okay, Sam?" Maria asked, her brow furrowed. Sam just shook his head, unable to speak. His throat felt constricted, as if a physical pressure was preventing any sound from escaping. The news was still so fresh, the implications so daunting.

He kept staring out the window, watching the rain streak down the glass. The vibrant colours of the city seemed to have faded, replaced by a dull, gray haze. He felt a hollowness inside him, a deep sense of disappointment that he hadn't fully processed yet. He couldn't stop the tremors that were starting to shake his hands.

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