“Honestly, what’s the point anymore?” Mr. Ramirez muttered, staring at the overflowing inbox on his computer. The emails, the endless stream of complaints, the feeling of being constantly blamed for things outside his control – it was enough to make him want to disappear. He felt like an empty vessel, devoid of purpose.

A student, Sarah from his senior year English class, sent a box overflowing with baked goods. A handwritten note: "You taught me how to write, Mr. Ramirez. And to believe in my own voice. You made me feel seen." He picked up a cookie and let the aroma fill his senses, slowly, tentatively, beginning to taste the sweetness.

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