The tattoo artist had posted a photo on social media. "Honored to ink @Olivia.Art's 'Echoes of the Void'!" The image showed a man's sternum, emblazoned with her swirling, abstract design. Olivia felt a flush of both pride and panic.

She found herself constantly refreshing the notification feed, waiting for comments, for validation. Every negative comment felt like a physical blow. Every positive one a temporary reprieve. She needed them to love it as much as she did.

She sent the tattoo artist a private message, thanking him profusely. Then she started composing a long, detailed explanation of the artwork’s meaning, posting it on her own feed, craving approval. Each new follower, each shared post, was like a drop of water in the desert.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. 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 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258