He stared at the map spread out on the coffee table, the bright red line of Liam’s proposed cross-country drive a cruel, vibrant gash across the familiar landscape of their shared world. The pen he’d been toying with felt heavy in his hand, a tangible weight mirroring the sinking feeling in his stomach. He’d always let Liam pick the movies, the restaurants, the hiking trails.

“I… I don't know what I'm going to do,” he mumbled, the words a lost balloon, floating up and dissipating in the air. He hadn’t realized how much of his own life was just… the default setting Liam had pre-programmed. His own routines felt flimsy and incomplete.

He pushed the map aside, the movement abrupt, almost violent. He’d spent years finding solace in Liam's presence. Now, the space between them was widening, stretching, and he didn't know how to fill it. He was suddenly aware of the empty canvases propped against the wall. He'd never painted anything alone before.

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