Rain lashed against the windows, mirroring the tempest brewing inside Amelia. Her stomach churned. This was a disaster. Sarah, her best friend since kindergarten, was throwing a lavish pool party, complete with a DJ and catered food. Amelia, on the other hand, had meticulously planned a quiet evening at the local art gallery, followed by dinner at a cozy Italian restaurant. It felt like she'd been run over by a truck when she'd found out they were scheduled on the exact same date.

She clenched her fists, knuckles white, as she stared at the invitation Sarah had slipped under her door. The vibrant colors and excited tone of the invitation mocked her. Amelia kicked at a stray pebble on the pavement. Why hadn't Sarah mentioned anything? Their friendship felt like it was fracturing, and Amelia didn’t know how to stop it.

She pulled out her phone and scrolled through her contacts, pausing on Sarah's name. The urge to call, to scream, was almost overwhelming. Instead, she just turned her phone off and sank into a chair, the silence amplifying the thrumming in her ears.

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