The sunlight sliced across the room, illuminating dust motes dancing in the air. Sarah didn't bother to close the curtains. She barely registered the sun at all. The handwritten note from Mr. Henderson, taped to the door, felt like a judgment. *β€œCan you keep it down?”* it read, the penmanship sharp and unforgiving.

She slumped onto the worn couch, the springs creaking in protest. Her hands, usually restless, lay still in her lap, fingers intertwined. A knot formed in her stomach, a physical manifestation of her inner turmoil. She wanted to scream, to lash out, to make the world feel the same way she did.

The silence in the apartment was deafening, more oppressive than any noise. She imagined Mr. Henderson, disapproving eyes fixed on her door. It seemed like everyone was judging, everyone was disappointed. She curled into herself, trying to disappear.

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