The smell of coffee, usually a comfort, felt acidic in Finn’s nostrils as he listened to Liam’s firm refusal. He felt a familiar hollowness spread through him, a feeling of freefall. Without Liam, he was sure he’d crumble. The thought of facing his anxieties without a buffer was terrifying.

"But...it would be good for us," he offered, attempting to keep his voice steady. He hated how his voice cracked whenever he was vulnerable.

Liam ran a hand through his hair, his brow furrowed. "We already have each other, Finn. We don't need a distraction." The words were like a physical blow.

Finn stared at his untouched coffee. The weight of potential solitude pressed down on him, crushing his spirit. His grip on the mug tightened, knuckles turning white.

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