A shiver ran down my spine as I examined the photographs. My grandmother, always presented as a model of maternal sacrifice, laughing gaily with someone who was definitely not my grandfather. It was a shock, a betrayal.

I’d always sought her approval, molding my actions to fit her expectations. I had always done what she asked me to do. It was a comfort to me, even now, in my adult years. The pictures, however, revealed another story.

I felt a coldness creeping through me. I didn't know what to do without her guidance. This was a place I never knew I could be. I felt lost, adrift in a sea of uncertainty.

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