The phone vibrated in Emily's trembling hand. The gallery called, congratulating her on being selected for the exhibit. But then the curator had mentioned another artist, with work eerily similar.

She visited the gallery, and the world shifted. It was her paintings, her style, her vision. A copy, perfectly executed, displayed next to her own, and a pang of dread hit her. All her insecurities flooded back. The years of struggling, of self-doubt, resurfaced in a tidal wave of panic.

The other artist was lauded, praised for their "fresh perspective." Emily’s knees felt weak. She wanted to scream. She began to feel…unworthy, a ghost in her own narrative. She'd sought refuge in art, but now even that felt like a betrayal.

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