He slumped onto the floor beside the overflowing storage bin. His mother’s legacy, a testament to her meticulous nature. He’d come seeking some old photos, anything to conjure a feeling of something, anything but this... emptiness.

Each item was a small stab. A report on the solar system, meticulously researched. A science project diorama, constructed with care. His own projects, now brittle and faded, felt like accusations.

He imagined his mom, beaming with pride as she’d examined each item. He could feel the weight of her love. Now, he was incapable of creating such a thing. He felt the familiar pressure in his chest, a deep ache. He felt very little.

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