The empty classroom echoed around Ms. Petrov. Another evaluation, another list of areas for improvement. The other teachers seemed to glide effortlessly through their lessons, while she stumbled. She felt a heavy weight pressing down on her chest. A deep, pervasive weariness settled over her like a shroud.

A student she barely remembered, Jason Miller, had sent a package. A framed, hand-drawn portrait of her, smiling, surrounded by flowers. "You were the best, Ms. Petrov. You always saw something in us. Thank you." A single tear traced a path down her cheek, leaving her face streaked. She slowly began to breathe again, the tight grip around her lungs easing.

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