The vibrant colors of the art studio suddenly seemed muted, drained of their usual joy. Maya had poured her heart and soul into creating a new form of digital art. But, the patent was denied, another creator had already claimed it. Tears pricked at her eyes, blurring the already indistinct shapes of her unfinished work. Her mother, always critical, would no doubt gloat. Her mother’s controlling grip was something Maya longed to break away from. She felt like a small plant, desperately reaching for sunlight, but constantly overshadowed.

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