The antique clock in the hallway ticked with a maddening regularity, each second amplifying the silence in the house. The novel, tucked away in a locked drawer, haunted Martha. Her husband, George, had written it, a story about their life together, but through a lens ofโ€ฆ something bitter and strained.

She had found it while looking for her own writing. The characters were so very familiar, but the feelings expressed were ones she had never suspected, which made her feel as though the ground had shifted under her feet.

She stared out the window, watching the rain wash over the rose bushes, a scene of beauty she could no longer appreciate.

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:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236