The notice, a stark white rectangle, stared up at Eleanor from the communal mail slot. "Conversion to Condominiums." She crumpled the paper in her fist, the brittle sound echoing in the hallway. Her fingers tightened, knuckles whitening.

She dragged herself up the stairs, each step a monumental effort. The weight of the world seemed to settle on her shoulders. Her apartment, once a sanctuary, now felt like a temporary holding cell.

Inside, she kicked off her shoes, letting them fall where they may. The familiar scent of old books and brewing coffee usually offered comfort, but today it just amplified the hollowness. She stared at the blank TV screen.

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