From the back of the auditorium, Liam could barely make out the figure on stage. The band’s intro to “Whispers in the Wind” was just starting, however. He shifted in his seat, his hands becoming fists. He felt his face heat up. It wasn't just the song; it was the sheer audacity of this situation.

He clutched the program. “The Crimson Hearts, featuring…” He had to see this, he told himself, though his legs wanted to bolt. His carefully constructed musical life, his slow ascent, his reputation... all threatened. He bit down on his lip. The spotlight was now on the singer. He stared. It was *his* song, but the singer's voice was different, higher. It was an abomination.

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