The email arrived at precisely 6:00 PM. "Due to unforeseen circumstances..." it began. Amelia's stomach dropped. Her birthday party, carefully orchestrated, meticulously planned, was *off.* She reread the message, the words blurring, the text mocking her with their casual dismissal.

She stood frozen in the middle of her apartment, the air suddenly thick and hard to breathe. The balloons she'd blown up earlier, now deflating slightly, seemed to droop with the same despair she felt. She turned on the television, but the vibrant colours and cheerful voices did nothing to penetrate her gloom.

Her hands found their way to her face, shielding her from the emptiness of the world. She sank onto the floor, pulling her knees to her chest, the hard wood a cold comfort in the sudden chill of the room.

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