The stale air of the office felt thick, stifling. Margaret found herself staring at the computer screen, the meaningless data blurring before her eyes. The endless cycle of work, bills, and loneliness had become a crushing burden. She walked home, head bowed, when she saw a wallet discarded on the sidewalk.

She flipped it open, her breath catching in her throat. The money was obscene. She held the wallet in her hands and considered what she could do with it. The fantasy of liberation, of escape, of a different life flashed through her mind like a firework display. She felt a profound ache inside.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199