The ocean's salty breath filled the air. I walked along the beach, the time capsule feeling heavy in my arms. I found it buried in the sand. A memory, I couldn't remember. I looked up at the sky, and found it as gray as I felt.

My feet sank slightly into the sand as I stared at the horizon. I walked for a long time, the only sound the crash of waves. The air felt thick, heavy with an inexplicable sorrow. The sun began to descend, painting the sky in muted hues.

I sat down on the sand, placing the time capsule beside me. I felt the familiar hollowness in my chest, a void that seemed impossible to fill. The ocean's roar seemed to mock my solitude.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322