He sat on the porch swing, the rhythmic creak a hollow soundtrack to his thoughts. The evening light cast long shadows across the yard, mirroring the shadows that had fallen across his heart. His daughter, Olivia, had a secret account that had revealed an entirely different side to her.

He felt a profound sense of isolation, as if he were standing on the edge of a cliff, peering into a void. The world felt sharp, the edges of everything cutting into him. A dull ache settled in his chest, a constant reminder of the unseen turmoil.

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
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224