The attic seemed to breathe, the air thick and stagnant. Ben, usually a composed man, felt a knot tighten in his stomach. The recent news at work had left him feeling out of control.

He found a stack of old letters, tied with a ribbon. The handwriting was elegant, precise, and yet, the words spoke of heartbreak, of loss. He read on, unable to stop himself, the words echoing the fears that had been consuming him.

He was beginning to realize that the things he wanted the most seemed to always be out of reach. He felt as though the floor was moving beneath him. His vision swam for a moment.

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