He watched his father shuffle into the living room, the remote control clutched in his hand. The familiar scent of Old Spice filled the air, a scent that always reminded him of the comfort of his childhood, but now felt like a cage. "Anything good on?" his father grunted, settling into his usual armchair.

“Not really,” he mumbled, slumping onto the sofa. The worn fabric of the cushions seemed to swallow him whole. His shoulders slumped, he felt utterly without purpose, a useless weight.

He should be out there, hustling, figuring things out. But the job hunt felt endless, the rejection letters piled up in his inbox. Here, at least, he had a roof over his head, meals on the table. The ease was a trap, he knew.

Later, he found himself avoiding eye contact, a sudden discomfort. The dinner conversations became stilted, the silences stretching longer. He felt a need to please, to be useful, to earn his keep, even though no specific expectation was made.

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