The dust swirled in the air, mimicking the cloud in her head. The rhythmic pounding next door was a drumbeat to the rhythm of her tears. She kept biting her lip, trying to contain the tremors that ran through her. She felt like a deflated balloon.

He’d always loved the sound of construction, she thought. He’d have been over there, leaning on the fence, offering unsolicited advice. Now, the sound was an assault, a constant reminder of his absence.

She picked at the corner of the envelope on the kitchen counter, the one with his forwarding address. She thought of calling, but decided against it. Her throat constricted. The din from next door seemed to be reaching inside her soul.

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