The vibrant colors of the listing's photos felt like a slap in the face. The interior shots, sanitized and devoid of personality, triggered a surge of resentment. He felt the familiar pull of inadequacy, the feeling of not being capable of living in a world so new and so demanding. He needed his safe space.

His small, rented room felt even smaller than usual. He had a hard time getting out of bed this morning. His mind, usually a hive of activity, now felt sluggish, stuck. The thought of making a decision, any decision, filled him with dread. He stared at his phone, his fingers hovering over the contact list, but he didn't call anyone.

He just wanted someone to tell him what to do. The ache was a physical thing, a constant pressure in his chest.

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