The news on the television droned on, a relentless stream of negativity that echoed the turmoil within him. The doctor had given him the diagnosis, the prognosis uncertain. His hands trembled as he reached for the book, β€œThe Odyssey,” hoping to find some solace in the ancient tales of resilience.

As he turned the pages, a thin, brittle piece of paper fluttered out. The script was unfamiliar, yet the words seemed to resonate with a deep, personal truth. The words were a letter, a final farewell, signed with a name that echoed in his heart. His eyes filled with tears, but a sense of peace, unexpected and unwelcome, began to settle in his soul.

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