The air in the grand ballroom felt thin to Leo. He shifted uncomfortably in his chair, trying to keep his distance from his extended family. The room was loud, filled with forced merriment, and the sound grated on him. He felt as if he was in a cage. He couldn't shake off the feeling that his carefully constructed facade would crumble at any moment.

He had always been the quiet one, the observer. Speaking in public was his idea of hell. He had painstakingly written and re-written his speech, but he couldn't shake off the dread that settled in his stomach. He was tasked with offering a warm farewell to his father, a man with whom he shared a complicated, unspoken history, the details of which he was determined to keep under wraps.

The spotlight hit him, making him feel exposed. He took a deep, shaky breath, and began to speak.

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
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236