David fiddled with his tie, the knot tightening with each nervous twitch. The hall was filled with the rhythmic clinking of glasses and the low hum of conversation, a symphony of sounds that amplified his internal discord. He felt the familiar chill of dread creeping up his spine.

He had rehearsed his speech countless times, but the words seemed to evaporate the moment he tried to recall them. He couldn’t seem to retain anything in his mind. The feeling was like trying to scoop water with a sieve. He was afraid to fail, but he knew he would.

His reflection in the mirrored wall showed a stranger, a gaunt face with eyes that held the ghosts of failure. He turned away and stared out the window, watching the rain streak the glass.

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