"I just… I don't know what to do," Leo mumbled, his gaze fixed on the floor. His hands trembled as he held the letter. The automatic dog walker, his solution to a common problem, was a failure. Another inventor had beaten him to the punch. He felt like a child again, adrift and unsure. He'd been looking forward to a life separate from his overbearing mother. Now, the shadow of her controlling presence seemed to loom larger than ever. He could feel her concern, heavy and stifling, already. It 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