The ocean's roar, usually a balm to her soul, failed to comfort Olivia. She sat on the beach, the test results crumpled in her pocket. The discovery had shattered the foundations of her world. A heavy weight sat in her gut.

She watched the waves crash against the shore, each surge and retreat mirroring the turmoil within her. The sunlight felt cold on her skin. She closed her eyes, trying to block out the world.

When she opened them, the beach seemed vast and empty. She wanted to scream, to lash out, but the feelings were trapped. She wrapped her arms around herself, the cold wind whipping her hair. She felt a profound and unsettling disorientation.

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