He stared at the stump. His jaw was set, tight. He'd ridden his bike, hoping the exercise would help. It hadn’t. The vibrant green of the new spring growth on the surrounding trees felt mocking.

He ran a hand across his face, his fingers catching on the stubble of his beard. He could feel the familiar weight in his chest, a dull, persistent throb. The tree, planted on his eighth birthday, had been a constant presence, a silent witness to his life.

"How could they?" he finally choked out, his voice thick with unspent emotion. He kicked at a loose stone, sending it skittering across the grass. He felt empty. Utterly, completely empty.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224