He had seen it. He had actually seen the post. Maya slumped in her desk, the harsh fluorescent lights of the classroom seeming to amplify every imperfection. The photo, a selfie taken after a particularly bad acne breakout, was still fresh in her mind, a daily reminder of her failings.

She avoided looking at Mr. Davies, but the subtle shift in his gaze, a fleeting glance, made her pulse quicken. He knew. He knew her secret, the one she fought so hard to conceal.

Her backpack felt heavy, as if filled with all the negative things she thought about herself. She felt a familiar hollowness, a desert inside her.

The bell rang, a shrill, unwelcome sound. She couldn't face anyone. She ducked out of the class before anyone could speak to her.

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