He stared out the window, the rain mirroring the gloom within him. The dog, a golden retriever named Sunny, bounded into the room, her tail wagging furiously. Clara, her face lit with joy, was already playing with the dog, throwing a ball. Jamesโ€™s business venture had failed. Again.

He felt the familiar pressure in his chest, a sense of being perpetually behind. The dog, with its boundless energy and unconditional affection, represented everything he was lacking. He was the opposite of Sunny, the exact negative of her traits.

Clara turned to him, her eyes shining. "He loves you already, James!" she said. He managed a weak smile, but the words felt hollow in his mouth. He retreated into the corner, feeling the vast, impenetrable distance between him and joy.

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