The attic air hung thick with dust motes dancing in the single shaft of sunlight slicing through a crack in the boarded-up window. I knelt, my knees protesting the sudden movement, and reached for a stack of forgotten albums. Mother always kept the past locked away, and I, well, I followed suit, never questioning her narratives.

I flipped open the first album, the brittle pages crackling beneath my fingers. A photograph of Grandma Rose, not the prim, disapproving woman I knew, but a woman with laughter crinkling the corners of her eyes, arm-in-arm with a man who was decidedly *not* Grandpa. My stomach churned, a familiar feeling of disquiet.

My breath hitched. The story was always that they were high school sweethearts, destined from the start. This image, this… truth, threatened the fragile scaffolding of my world, the one Mother had so carefully constructed for me, the one I’d been living within for far too long.

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