The landlord’s words echoed in his ears, each syllable a brutal blow. Liam sat on the edge of the bed, the mattress sagging beneath him. The sunlight streaming through the window seemed to mock him, highlighting the dust motes dancing in the air. He felt a hollowness in his chest, an emptiness that spread through his limbs like a slow poison.

He picked up a chipped mug from the bedside table, running his thumb over the jagged edge. His gaze drifted to the framed photograph of his late wife, her laughter now a distant memory. He felt a sharp pang in his heart. He felt his face heat, a stinging sensation behind his eyes.

“Just… gone,” he rasped, his voice rough with unshed tears.

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