The sterile white of the hospital room seemed to amplify the silence. Maya sat on the edge of the bed, her back stiff, her posture rigid. The doctor’s face had been a study in practiced neutrality. But the words… the words echoed in her mind.

She stared out the window. The city hummed with activity, but she felt detached, a ghost drifting through the world. The wrong reports painted a bleak picture, a future she hadn’t envisioned.

She hugged herself, a futile attempt to ward off the chill that had settled deep within her bones. The unfamiliar diagnosis felt like a sentence, a heavy weight that crushed her spirit.

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