Liam rehearsed his speech in the bathroom, staring at his reflection. His hair looked a mess, his eyes were bloodshot. He'd barely slept in days. The speech was supposed to be a celebration, a tribute, but all he felt was resentment.

He’d spent years trying to live up to his father's standards, always falling short. Now, he was expected to stand up in front of everyone and pretend it had all been worth it. He splashed cold water on his face, trying to compose himself.

The party itself was a blur. The laughter, the music, the forced camaraderie – it all grated on his nerves. When his name was called, he felt a sharp stab of anxiety. He walked to the podium, his legs heavy, the words sticking in his throat.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236