The floral arrangements seemed to mock him with their vibrant colors. He felt a deep hollowness, an echoing space inside him that seemed to grow with each passing moment. He didn't want this party. He wanted time to stand still. He was overwhelmed.

He watched his parents, chatting animatedly with guests. His father's laugh, usually so boisterous, was subdued. His mother, her eyes unusually bright, kept glancing at him. He knew they expected some show of affection. He found himself unable.

He slipped away from the main hall, seeking refuge on the patio. The cool air offered little relief. His jaw ached from clenching it so tight. The speech was a looming shadow, a task he dreaded.

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