The cold tile of the bathroom floor offered no comfort. Maya sat huddled, her arms wrapped around her legs. A tremor ran through her, shaking her entire frame. The small screen of her phone glowed in the dim light, displaying the secret account she’d found. Her daughter, Chloe, a bubbly, outgoing girl, was posting about feeling worthless.

She replayed the conversations, the smiles, the seemingly effortless ease with which Chloe navigated life. How had she missed this? How had she failed? The bathroom door felt heavy, as if it was meant to seal her in with her shame and the weight of her inadequacy.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224