The chatter and laughter of the guests echoed in his ears as Thomas found himself by the entrance. He felt a growing sense of detachment, an overwhelming feeling of inadequacy. The bright, cheerful atmosphere of the wedding only amplified his unease.

Then he saw her. Across the room, Chloe was laughing, surrounded by friends. She looked happy, content. He was immediately struck by the contrast between her joy and his internal struggles. His cheeks felt hot.

He abruptly turned and headed back to the car, seeking refuge in the familiar confines of his vehicle. He wanted to shut out the world.

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