As the speeches commenced, the tension in Fiona's chest tightened. She took shallow breaths, desperate for air. She sat alone at a table near the back, the faces of the celebrants a blurry wash of color and motion.

She had spent the last few days locked in her apartment, the curtains drawn. She felt as though sheโ€™d failed at everything, that nothing she ever did had ever truly mattered. What could she possibly say that would bring joy?

She fidgeted, pushing around the remaining crumbs of her dinner. She wanted to scream. She lowered her head to her hands.

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