The coffee tasted like ash. David watched Mark, his successor, navigate the accounting software, his brow furrowed in concentration. He was explaining the intricacies of tax regulations, a subject he had once been passionate about. Now, the words felt like lead in his mouth. Each sentence seemed to drag him down further.

He caught himself staring at the calendar on his desk, the looming date of his departure circled in red. He had nothing planned, no exciting ventures awaiting him. Just an emptiness. Mark looked up, a question in his eyes. David forced a smile, a gesture that felt foreign, disingenuous.

He found himself cleaning his desk, meticulously organizing papers he hadn't touched in years. He felt the phantom pressure of expectation, but it was just the echo of a forgotten voice.

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