He stared at the notice posted on the door of The Golden Wok. "Permanent Closure. Thank you for your patronage." The letters blurred, and he blinked, trying to clear his vision. His shoulders slumped.

He usually came here every Friday after work. The crispy noodles, the sweet and sour pork...it was his ritual. Now, the ritual was gone.

A tightness gripped his throat. He thought about the friendly owner, Mr. Chen, and the way he always greeted him with a warm smile. How could it just be over?

He walked home slowly, his usual brisk pace replaced with a dragging shuffle. The city, usually vibrant with life, suddenly seemed muted, drained of color.

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