The sheer size of the house overwhelmed me. My brother, Noah, was already lost in the task of organizing the countless rooms. I couldn't focus.

I sat on the front porch steps, watching the world move on without me. The wind rustled through the leaves of the ancient oak tree in the yard, a sound that seemed to mock the stillness inside me.

I wanted to contribute, to find a place for myself within this new inheritance, but I felt like a useless ornament, left behind. My presence seemed to add only to the clutter.

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