The park, usually a sanctuary, felt alien and oppressive. Liam sat on the bench, hunched over, his shoulders slumped. The laughter of children, once a source of joy, now grated on his ears. He stared at his feet, lost in a swirling vortex of shame and regret.

He had expected the world to understand him, he had thought. He had laid his soul bare, and now it was being trampled underfoot. The wind rustled through the leaves overhead, a mocking whisper of the past. He ran his hand over his face.

The sun’s warmth did not reach him. He felt hollow, empty, like a shell washed up on a desolate shore.

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