"So... you're saying I don't get the money?" Ben's voice cracked, the words hanging in the stuffy financial aid office like a physical weight. The administrator, a woman with a practiced air of efficiency, offered a sympathetic nod.

He'd spent his whole life planning for this, working toward this goal. The shock had rendered him numb. Everything he'd planned for was now potentially destroyed. He found himself incapable of formulating another question.

He stepped out into the bright sunshine, but it couldn't penetrate the dark veil that had settled over him. He felt exposed, fragile, as if his innermost vulnerabilities were on display. The vibrancy of the campus suddenly felt jarring.

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