The vibrant colors of the invitation seemed to mock her from the kitchen counter. Sarah stared at it, her jaw clenched. She hated color, the world of the bright and cheerful. The thought of seeing everyone, of pretending to be okay, was too much.

She slammed the fridge door shut, the sound echoing through the otherwise quiet apartment. The sink was piled high with dirty dishes, a testament to her weeks without energy to clean. She hated that she couldn’t muster the strength to do more, be more.

She imagined the conversations, the probing questions, the pitying glances. Her throat tightened. She wanted to scream, to lash out at the world, to disappear. She turned away from the invitation, her shoulders slumping.

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