The bustling crowd at the retirement party seemed to close in on Emily. She felt a wave of dizziness wash over her. She excused herself, leaving her sister to hold her father’s arm. She found a quiet corner in the hall, away from the chatter and the clinking glasses, and leaned against the wall.

Her phone vibrated in her pocket: a text from her boyfriend. She stared at it, the words blurring. He'd said he would join her but hadn’t arrived. She felt a familiar hollowness, a sense of being completely adrift.

She was the one chosen to speak, chosen to express the family’s collective joy, a joy she did not feel. The pressure to perform was crushing. She closed her eyes, trying to block out the noise, the expectations, the crushing weight of it all.

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