The online comments stung like wasps. He’d confided everything in that diary, every unfulfilled desire, every fear of being alone. Now, strangers were dissecting his emotional wreckage. He thought of that old game, "Who Wants to Be a Millionaire?" He needed a lifeline, immediately.

He felt the familiar panic rising in his chest. His breath quickened, his vision blurred. He couldn't think straight. He needed her.

He picked up his phone, his hands clumsy with anxiety. He dialed her number. Her voice, when she answered, was a balm, a guarantee of safety. He wanted her to solve it for him, like she 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