The world outside the coffee shop seemed to buzz with a vibrant energy she couldn't share. She sat hunched over her latte, the warmth doing nothing to thaw the icy grip around her. It was supposed to be tonight, her birthday party, a celebration she meticulously orchestrated. Now, it was just… nothing. The thought of all the effort, the anticipation, the joy she would have experienced, made her head spin. She felt a profound sense of loss, a gaping wound where happiness should have been.

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