The evening was a series of small humiliations for Jasper. He tried to blend in, to disappear into the crowd, but the pressure of the upcoming speech made it impossible. He felt a constant, low-level anxiety thrumming beneath his skin. He couldn't shake the feeling that he was about to make a fool of himself.

He’d spent hours agonising over the words, crafting a speech that would satisfy his parents' expectations. But as the evening progressed, he found himself increasingly critical of the whole charade, of the forced joy, of the unspoken tensions that permeated the air.

He watched his father, his face flushed with pride, and felt a surge of resentment. When his name was announced, he felt a sudden, almost desperate urge to escape. He walked to the podium, his legs unsteady, and began to speak, his voice barely a whisper.

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