Rain lashed against the windows, mimicking the rhythm of Elias’s anxiety. He slumped deeper into the threadbare armchair, the cushions swallowing him whole. His mother’s scent, a cloying mix of lavender and something vaguely medicinal, hung in the air. He hadn’t showered in two days. The stale pizza boxes on the coffee table were testament to his lethargy. He heard his father’s heavy footsteps approaching and braced himself.

"Elias, are you going to apply for any jobs today?" His father's voice, usually booming with good humor, was now laced with an edge of weary concern. Elias mumbled something unintelligible, staring at the chipped paint on the wall. The silence that followed was more crushing than any reprimand.

He felt the familiar knot in his stomach tighten. He was a burden. A failure. He knew it was written all over his face. He’d seen the disappointment in their eyes when he’d first arrived, tail between his legs, suitcase clutched tightly in his hand. He’d hoped for something, anything, to make him feel differently. But the feeling just kept lingering, a shadow that clung to him with every passing day.

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