The small apartment, once a haven of independence, now felt impossibly small. He stared at the cramped space that was now his, filled with his belongings from his old life. He felt suffocated.

The doorbell rang, and he knew it was his father, bringing groceries. Another delivery, another gesture of support. He felt a swell of gratitude mingled with a growing sense of discomfort.

He found himself constantly monitoring his behaviour, wary of causing any trouble. He felt a weight, a heavy responsibility of being a "good housemate."

The generosity, he found, seemed to highlight his own inadequacies. He would find himself offering to do every chore or running every errand, trying to erase the cost of existing.

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