The weight of the unopened boxes in the garage felt symbolic. Mark, his face pale, pushed them around with his foot. He could barely muster the energy to unpack. Every morning, he woke up with a feeling of dread, a hollow ache in his chest.

His dad, always a man of few words, had clapped him on the shoulder earlier. "It'll get better, son," he’d said gruffly. But the words offered no comfort. He just shrugged, unable to speak, the lump in his throat too large.

He walked into the kitchen, the scent of his mother's cooking wafting through the air. He wasn't hungry. The silence of the house magnified his inner struggles. Outside, the world kept moving, indifferent. He was left in the wake.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322