The cheap, flickering fluorescent lights of the storage unit buzzed, mirroring the anxious hum in his head. He'd been looking for old photos, anything to spark a flicker of joy, a ghost of the happiness that had eluded him for so long. The boxes were dusty, filled with forgotten memories.

He found it wedged between a box of Christmas decorations and a forgotten set of golf clubs. A small, locked box. The key, surprisingly, was tucked inside a dog-eared copy of β€œThe Odyssey,” a book she used to love. He forced the lock open. Inside, cash, neatly bundled. Beneath the money, a passbook for a savings account. It was a slap in the face.

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