Sarah avoided eye contact as she walked through the crowded hall. The chatter, the laughter โ€“ it all felt like a foreign language. She'd managed to get dressed without crying, a small victory. The microphone, gleaming under the harsh stage lights, was a silent indictment. It amplified every inadequacy.

Sheโ€™d spent the morning staring at the screen, the cursor blinking, mocking her inability to form words. Everything she wrote sounded hollow, insincere. Her father, a man of profound wisdom and unwavering moral character, deserved better. She wanted to disappear.

She glanced at her brother, handsome and articulate, already surrounded by admirers. He looked at her and smiled, full of encouragement, and then gave a barely perceptible shake of the head. She turned away quickly, her chest tightening as the feeling of hollowness took over.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255