The attic air hung thick and dusty, heavy with forgotten things. Clara, her shoulders slumped, dragged a trunk across the floorboards. Each creak echoed the hollowness she felt inside. She wasn't looking for anything in particular; the task was just something to do, a way to fill the gaping maw of emptiness that threatened to swallow her whole.

Sunlight, a rare visitor in the cluttered space, illuminated a small, faded envelope. Her name, scrawled in her youthful, optimistic hand, stared back at her. Inside, a letter to her mother, never mailed.

"Mom," she began to read, the words a knife twisting in her gut. The young Clara had poured her dreams, her ambitions, her belief in herself onto the page. Now, decades later, those vibrant hopes felt like a cruel joke, a stark contrast to the stagnant reality of her life.

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