He stared at the eviction notice, the legal jargon a blur of black ink against the stark white paper. The noise complaint was the final straw. He’d known, of course, that the music was too loud. He just hadn't cared. He didn't care about anything. Or so he told himself.

He walked over to the window, gazing out at the city lights, which seemed to mock his misery. A profound sense of detachment washed over him, a feeling of being adrift and alone. His apartment, once a haven, now felt like a prison.

He ran a hand across his face, his skin rough and unkempt. The thought of packing, of starting over, seemed impossible. He closed his eyes, the weight of the world crushing him.

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