The humidity clung to him as he sifted through the boxes in the damp basement. Daniel was cleaning out his deceased aunt's old house. He wasn't particularly close to her, but her sudden passing had left a vacuum that he was tasked with filling. He pulled out a box filled with his auntโ€™s personal effects, and inside, at the bottom, was a folded letter. It was written on cheap, lined paper, addressed to the city council. It was a resignation from her volunteer position at the local library. The handwriting was neat, but the words were halting, the phrasing awkward. The reasons provided were vague and seemed incomplete. He felt a sudden, inexplicable tightening in his chest.

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