The heat of the room felt oppressive. Clara fidgeted with the strap of her dress, the silk feeling scratchy against her skin. She'd spent hours getting ready, trying to project an air of nonchalance, of confidence. She’d rehearsed casual greetings in her mind, a smile that would not betray the turmoil inside. The chatter of the other guests, the clinking of glasses, the loud music, all blended into a cacophony that intensified her inner turmoil.

He emerged from the crowd, his smile too bright. Liam, looking taller than she remembered, his eyes met hers and she felt a jolt run through her. "Clara, hey," he said, and the forced casualness of his tone mirrored her own. Her carefully constructed facade threatened to crumble.

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