She slammed the door of the dance studio behind her, the force of the action rattling the already fragile building. The rejection from the ballet troupe still stung, an open wound. Hours of practice, the blisters on her feet, the aching muscles – all for naught. She ripped off her pointe shoes, tossing them into the corner with a violent flourish.

The music, which usually invigorated her, now grated on her nerves. She sank onto the floor, pulling her knees to her chest. Her reflection in the mirrored wall showed a girl she barely recognized, a shell of her former self. The usually vibrant energy had completely vanished.

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