The vibrant colors of the art gallery blurred before Clara's eyes. It was her ex-boyfriend who'd leaked her diary online. The irony wasn't lost on her: she had always been the vulnerable one. Now, she was on display.

She’d spent years cultivating a carefully crafted persona, the confident artist, the free spirit. Now, the façade had shattered, leaving her raw, exposed. She felt the gaze of the other patrons, scrutinizing her, judging her.

She excused herself from the event, leaving the noise of the party behind. The city lights cast elongated shadows as she walked the empty streets. Her steps felt heavy, her body aching. She couldn't help but feel that her life was a joke.

She stopped by a pond, watching the reflection of the moon in the water. She was lost, adrift in a sea of self-doubt.

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