The weight of the world pressed down on James. He sat on the porch, watching the sun dip below the horizon, painting the sky in hues of orange and purple. The beauty of it, once a source of comfort, now seemed to mock him. He watched his wife, Sarah, take a phone call in the garden, a secretive smile playing on her lips.

He picked at the loose threads on his jeans, a nervous habit. The calls, the excuses, the distance – it had all chipped away at his sense of self. He felt like a ghost in his own life, a silent observer of a story he no longer understood. He felt no connection.

He felt the familiar knot tighten in his stomach. The thought of confronting her filled him with dread. He just wanted the pain to stop. He wanted to sleep for a long, long time. He felt like a faded photograph.

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