The vibrant colors of the wedding decorations seemed to taunt her. She found herself backing away from a conversation, her smile feeling brittle. The noise, the laughter, everything just felt overwhelming. Sarah clutched her clutch tightly, her knuckles turning white. She felt a deep ache in her stomach, a feeling she recognized well.

She saw him across the room, by the cake. Andrew. He was smiling, laughing, looking relaxed and content. She felt a sudden wave of both rage and sadness wash over her. She turned abruptly and headed for the exit, not wanting to stay.

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