The hot sun beat down on Leo as he scanned the yard sale, listlessly. He felt a constant unease, a hollowness that seemed to permeate everything. Then, amidst a pile of discarded toys, he saw it. A threadbare, yellow bear with a stitched-on smile, the same one his grandmother had given him. He felt a jolt of recognition, a flicker of something he hadn’t felt in years.

“How much for Mr. Snuggles?” he asked the man running the sale, his voice sounding oddly small. The man named a price, and Leo paid without a second thought. Holding the bear, he felt a strange sense of… safety.

Leo spent the evening at home with Mr. Snuggles, barely moving from his couch. He could feel his hands and feet begin to tingle. A sense of relief washed over him that he hadn’t felt in a while.

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