The room’s temperature felt stifling, and the noise amplified the tension already building inside her. She hadn't slept well the night before, and her head pounded with a dull ache. She felt a profound sense of… something. She looked at the faces around her, their smiles fixed and a little too bright.

She focused on her parents, their figures silhouetted against the bright lights. They looked smaller, somehow, less formidable than she remembered. She felt a longing, a deep yearning for a time that was gone.

She swallowed hard, her throat tight. She looked down at the notes in her hand, the words blurring before her eyes. The task ahead felt monumental, and she had little fuel to offer. She took a long, shaky breath, and began to speak.

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