The apartment felt like a prison. Sarah spent the entire day in her pajamas, avoiding calls, ignoring texts. The diary entries, once precious, were now a source of deep shame. She felt a cold dread wrapping around her soul, suffocating her.

She had always been an introvert, preferring the safety of her own thoughts. Now, her inner world was public property. She kept reaching for the bottle of wine, but stopped herself. The feeling in her bones was of being utterly alone.

She stared out of the window at the rain, the drops like tears on the glass. She felt a profound sense of loss, as if something vital had been stolen from her. The world felt bleak, full of shadows.

The phone buzzed again, a new message. She ignored it, retreating further into herself.

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