The university’s annual gala was a sea of forced smiles and shallow compliments. Maya moved through the crowd, feeling like an exhibit rather than a guest of honor. Her essay, celebrating her family’s resilience, was printed on the event’s program. Her parents were present, their pride a burden.

She forced a smile as people approached, offering congratulations and admiring her supposed bravery. Each conversation felt like a violation of privacy. The music was too loud, the lights too bright, the air thick with artificial cheer.

Maya excused herself, claiming she needed some air. Outside, in the cool night air, she leaned against a building, letting the silence soothe her frayed nerves. The city lights blurred through her tears.

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