He had always felt like a ghost, a shadow flitting at the edges of his own life. The diagnosis, the lack of a proper job, the endless cycle of rejection. Mark had grown used to the feeling of being unseen. His phone rang, a call from a number he didn't recognize. "I need to meet with you," a woman's voice, hesitant, at the other end. "It's about your father."

The waiting room was filled with the usual trappings of success, a sharp contrast to his own life. The woman introduced herself as Sarah, her eyes holding a deep sorrow. She was the one who was his half-sister. He listened, numb, as she explained his father's second family. A perfect family, a loving wife, a successful life, unlike his own.

After their meeting, Mark wandered through the park, watching the people. A young couple, holding hands, laughing, sharing a slice of pizza. He feltโ€ฆ hollow. A vast emptiness stretched inside him, echoing with a silence that was deafening. He sat on a bench, the world a vibrant painting he wasn't allowed to be a part of.

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