The ocean's roar, usually a source of solace, only amplified the turmoil within Leo. He wandered the beach, the salty wind whipping at his face, the test results a burning brand in his pocket. He was supposed to be celebrating his promotion, but the accomplishment felt hollow, tainted.

He kicked at the sand, sending a spray of grains into the air. He felt adrift, untethered from the life he had always known. The thought of returning to his meticulously decorated apartment, the place where he once found peace, filled him with a profound sense of aversion.

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