The bustling coffee shop, a perk of her new position in public relations, usually exhilarated Maria. Today, however, the aroma of freshly brewed coffee and the chatter of customers did little to uplift her. She picked at the foam on her latte, a subtle tremor running through her arm.

She felt a gnawing anxiety, a persistent hum beneath the surface of her awareness. Before, she had enjoyed the quiet consistency of the library, the comforting weight of books. PR, on the other hand, demanded constant interaction, a constant need to be "on."

She listened to the conversations around her, each word a reminder of the chasm that lay between her new world and the one she'd lost. She felt a strong urge to simply walk out the door and never come back.

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