The locker room felt like a tomb. Liam walked in, ignoring the laughter and chatter of his teammates. He sat down and stared blankly at his gear, unable to bring himself to undress.

He saw the coach's stern expression during the last team meeting. It was a look that had stayed with him. He had been struggling with his stamina recently. He knew his performance had been lacking.

He felt a tightness in his throat, making it difficult to swallow. He pictured the conversation, the words, the inevitable disappointment. His hands felt cold, clammy. He closed his eyes and took a deep breath, trying, and failing, to calm himself.

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