The weight of the afternoon was palpable for Margaret. Her niece, Lucy, was drawing a friendly, yet unsettling, figure that bore a striking resemblance to Margaret’s childhood companion, a wobbly creature named "Wobble." Margaret felt like she was standing at the edge of a cliff.

She felt like she was drowning. She was useless without her husband, and without him, her world seemed to shrink. She wished he'd get home soon and take over.

Lucy looked up, expectantly. "Can you tell me a story about him, Aunt Margaret?" Margaret’s throat closed. She found herself unable to speak, to breathe, to think clearly. Her husband would know how to do this. He always did.

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