He stared at the journal, the words he had spent weeks crafting, now attributed to someone else. The rage was an acid in his gut, but it was quickly replaced by a heavy, sinking feeling. The interview he gave, the research he did, all the late nights spent hunched over his laptop…all for naught. A sigh escaped him, a sound filled with the weight of the world.

He went to the window, watching the rain streak down the glass. The city, usually vibrant and alive, appeared dull and muted. He felt a profound sense of diminishment. He thought about calling his mother, but he knew she would just tell him to "dust himself off." So, instead, he opened the fridge, searching for something to soothe the turmoil inside. There was nothing.

He had promised himself a celebration if the article was accepted. Now, he wondered if he should just stop trying altogether.

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