"Did you see the email?" Sarah asked, her voice tight. The announcement had spread like wildfire. Professor Anya, the woman who had fostered Sarah's passion for history, was leaving. Sarah didn't reply, she just kept rereading the email, as if there was a hidden message she missed.

She found herself avoiding the common areas, the sight of other students chatting and laughing grating on her nerves. The library, once a place of refuge, now felt like a mausoleum. Her meticulously researched paper on the French Revolution suddenly seemed trivial, meaningless.

She skipped lunch and sat alone in her room, staring out the window. The trees outside were swaying in the wind, a silent, indifferent dance. She felt small and insignificant, a single leaf falling from a vast, uncaring tree.

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