The park was supposed to be a refuge. Instead, the sight of happy families, children squealing with delight, only heightened the feeling. He sat on a bench, avoiding eye contact, a deep frown etched on his face. His gaze drifted to a newly turned-over patch of earth. He walked over, noticing a metal box. A time capsule. He bent down, an unexpected wave of something unsettling washing over him.

Inside, a worn copy of his favorite book, a book he hadn't opened in years. A pressed flower, once vibrant, now brittle. A photograph of a younger version of himself, radiating ambition. He wanted to shout, to scream. The contrast between that person and the hollow individual he had become was brutal.

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