The realtor’s voice, bright and practiced, echoed through the cavernous living room. "Potential, potential, potential!" she chirped, gesturing towards the cracked plaster and faded paint. My brother, David, stood beside her, nodding enthusiastically.

I watched them from the doorway, feeling the familiar knot tighten in my throat. I couldn't muster a smile, let alone contribute to the conversation. All I could think about were the unopened bills piling up on the kitchen counter, the feeling of emptiness that followed me everywhere.

My fingers fidgeted with the frayed hem of my shirt. The house, with its memories and its needs, loomed over me like a judgment. I knew I should say something, do something, but the words felt trapped, the energy stifled.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. 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 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255