He stared at his reflection, the bathroom mirror clouded with steam. The image stared back, a stranger. Liam knew his classes were slipping; the late nights at the library were now spent staring at textbooks, not reading them. A knot had taken root in his stomach, a persistent pressure that tightened every time he thought about the upcoming tuition bill. The email detailing the scholarship mix-up had felt like a physical blow. Heโ€™d tried to speak to the financial aid officer, but the words caught in his throat, a thick, cloying substance that refused to be swallowed.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255