The article, “Unfiltered: A Teen’s Truth,” felt like an invasion. His most private thoughts, his most aching insecurities, were on display for all to see. He felt a cold dread creep into his bones. His mind was racing. He felt lost and directionless.

He retreated to his room, burying himself under the covers. He wanted to rewind time, to erase the very existence of that diary. He felt overwhelmed. He needed a solution.

He thought of the people who always made things better. He needed their guidance, their structure, their help. He sat there waiting for them to tell him what to do.

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