“This is going to be harder than I thought,” thought Thomas, staring at the overflowing boxes in the garage. His dad had been a practical man, a man of routine. Thomas was the opposite, a free spirit. He dug through a box filled with old office supplies and found a crisp, white envelope. It held his father's draft resignation from a long-held accounting position.

The words detailed the drudgery, the feeling of being controlled by the numbers, the desire for a life less… structured. The letter ended with the simple sentence, "I feel I am being pulled back, unable to move forward." Thomas felt a cold dread creep into his stomach. His father had always provided, always been there. He had always been… safe.

Thomas sat back on his heels, the letter clutched in his hand. He hadn't realized how much he'd allowed his father to shape his own path, providing for everything. He needed to call his sister, to ask her, to… what exactly? He felt a sudden, overpowering urge to retreat, to seek the familiar comfort of his childhood home.

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