The scent of burnt toast hung heavy in the air. Michael stared at the charred remains of his breakfast, a perfect symbol of his day. He'd spilled coffee on his only clean shirt, and now this. He was behind on his bills and on the brink of losing his apartment. He was utterly overwhelmed. He wanted to complain to his brother, a straightforward text: "Everything is going to shit." But his finger fumbled. The message went to his ex-wife, with whom he shared a long and complicated history. His stomach lurched, and he felt a cold dread settle in his bones.

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