The vibrant colors of the neighbor's garden, bursting with exotic flowers, seemed to mock Mark's struggling vegetable patch. He chewed on his lip, staring at the perfectly pruned hedges. He was behind on his mortgage.

He'd seen Mrs. Beaumont drive off in her expensive car, and his chest tightened. He knew her husband had died, leaving her with considerable wealth. He felt that familiar knot tighten in his gut.

He considered the possibility, the uncomfortable thought of asking for assistance. The feeling of not being able to manage was suffocating.

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