He slammed the door, the sound echoing through the empty apartment. Michael stared at the notice, the words blurring before his eyes. The building was becoming condos. He felt a cold dread creep into his bones, a feeling like the world was crumbling around him.

He canceled his plans for the evening, unable to face the pretense of normalcy. He sat in the dark, the city lights outside twinkling like cruel little taunts.

His apartment, once a safe haven, was suddenly alien, unfamiliar. He sank lower in his chair, feeling utterly lost and alone.

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