The scent of stale coffee clung to the air, mirroring the bitterness in Leo's mouth. He hadn’t felt any inclination to leave his apartment in days. He’d poured his heart out to “CipherSeeker,” a stranger who had listened without judgment. He'd talked about his fears and frustrations. Their online connection was the only bright spot in his life.

The doorbell chimed. He hesitated before opening it, a sense of dread pooling in his stomach. Standing there, holding a takeout bag, was CipherSeeker, a knowing look in their eyes. Leo's breath hitched. A warmth spread from his chest, slowly but surely.

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