The news had just broken. It felt like a punch to the gut. Michael's essay, a detailed account of his battle with depression, was now going to be published. The room spun. He felt his face flush.

He couldn't bring himself to answer his phone. The buzzing from texts and calls turned to a loud hum in his ears. He was supposed to be a success story.

He paced the confines of his apartment. The air felt thin, difficult to breathe. He stared at his reflection, a stranger staring back.

He had expected relief, a sense of accomplishment. Instead, he felt a profound hollowness, a desperate need for the ground to swallow him whole.

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