The notice board seemed to mock Maya. Her name wasn't there. A tight knot formed in her stomach, a physical representation of the disappointment. Her carefully crafted dream of representing the school at the state championships… gone. She peeled herself away from the wall, her legs suddenly heavy. The cheers of the successful athletes echoed in the cavernous gymnasium, each one a needle prick to her deflated spirit.

Her usual bounce was gone as she dragged her bag towards the exit. The setting sun cast long shadows, mirroring the darkness that had descended on her aspirations. The world outside, once full of possibility, now felt muted, the vibrant colors somehow faded.

She kicked a small pebble as she walked. A single tear traced a path down her cheek, quickly followed by another. She didn’t bother to wipe them away. The taste of salt was a bitter reminder of her failure.

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