He clutched the crumpled notes in his hand, his knuckles white. The words he’d written seemed inadequate, insufficient to capture the depth of his feelings. He wanted to run, to escape the suffocating atmosphere of forced cheerfulness. His heart throbbed in his chest. He was not good with these things.

He gazed at his father, his face alight with pride and contentment. The man had dedicated his life to work, and now, finally, he was free. He should feel happy. But all he felt was this deep, heavy sensation. He was losing something in the transition.

He stepped up to the microphone, his throat constricted. The words felt like lead as they tumbled from his mouth. He hoped he could get through it without completely falling apart. It was a struggle.

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