He stared at the sky, the endless blue reflecting the emptiness he felt inside. His wife, Maria, had just announced her devotion to the Baha'i Faith. The silence in the garden, normally a source of tranquility, felt thick and oppressive. He dug his hands into the soil, the rough texture offering no comfort.

He closed his eyes, a single tear tracing a path down his cheek. He felt adrift, lost in a sea of unspoken emotions. The world around him seemed to blur, leaving him isolated and alone with his thoughts.

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