"Mom, can we talk about this later?" Sarah asked, her voice barely a whisper. The screen displayed her teenage angst in vivid, pixelated detail. Her mother stood in the doorway, her face a mixture of concern and bewilderment.

Sarah retreated to her room, collapsing onto the bed. The weight of it all was crushing. The diary entries, once private, were now public fodder. The awkward crushes, the insecurities, the yearning for acceptance – all exposed.

She pulled the covers over her head, wanting to block out the world. Her hands clenched into fists. Tears welled up, stinging her eyes. She felt a profound sense of isolation, a deep chasm separating her from everyone. She could almost physically feel the judgment radiating from the glowing screen.

The silence in her room was deafening. She wished she could rewind time, erase every trace of her past. She felt like an imposter, a fraud.

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