The rain hammered against the windows, mirroring the relentless drumming in Ethan’s chest. He'd been staring at the overflowing laundry basket for an hour, frozen. His wife had told him he needed to "step up," but all he felt was this crushing sense of inadequacy. Their son, Finn, seemed to be thriving, at least outwardly.

Ethan’s phone vibrated. A notification from Facebook, a suggestion of a friend. Then he saw it: a profile picture of Finn, but under a different name. A surge of something he couldn't name coursed through him.

He felt the sudden urge to hide. To disappear. He went to Finn's room. He stood there, unable to knock. He felt the familiar weight of his own shadow bearing down.

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