The desert wind whipped around Leo, stinging his eyes with sand. He’d lost his job, his savings were dwindling, and his dreams felt as barren as the landscape. The isolation gnawed at him. He approached the mailbox with a sense of dread, expecting more bad news.

There was an envelope, unusually festive, amidst the bills and junk mail. He flipped it over, no return address. The front of the card read, "Wishing you sunshine". He felt a flicker of surprise, followed by a surge of… something.

He opened the card. Inside, a single sentence: "Hope your smile stays bright." Leo closed his eyes. The wind howled a sad song. He held the card in his calloused hand, feeling a strange mix of emotions he couldn't sort out. He just stood there, motionless.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236