The garden was overgrown, a riot of weeds and forgotten roses. My sister, Emily, was out there, hacking away at the tangled mess with a determined expression. I stayed inside, staring at the grime-covered windows.

The sunlight seemed to mock me, the way it streamed through the glass. I couldn't bring myself to step outside, to face the chaos. The house itself felt like a reflection of my inner turmoil.

I took a deep breath, fighting against the crushing feeling of inertia. I needed to do something, anything, but my limbs felt as though they were made of concrete.

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