Rain lashed against the windows as she surveyed the empty lab. The equipment, once humming with activity under Professor Anya’s watchful eye, now sat dormant, gathering dust. The space felt cold, sterile. The absence of Anya's presence was a physical weight, pressing down on her.

She traced a finger along the cold steel of a microscope, remembering the countless hours they’d spent side-by-side, poring over slides, discussing theories, dreaming of breakthroughs. A chill ran through her, despite the warmth of the room. The chair she had sat in while Anya gave her advice felt empty. It was hard to breathe.

She found herself re-reading the email, the terse announcement of Anya’s retirement. No mention of their shared research, no acknowledgement of their partnership, nothing beyond the impersonal formality. Her lower lip trembled. She felt a sudden, inexplicable urge to flee, to escape the suffocating silence. She wanted to scream. She sank into a chair, overwhelmed.

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