He’d gone to water it, as he always did on Tuesdays. The routine was etched into his bones, a rhythm that soothed his frayed nerves. He found the space vacant, a sun-drenched clearing where only a gaping absence stood. His throat tightened.

The absence of the willow, his childhood companion, left a chill he couldn’t dispel. The sight of the chopped trunk, a rough, unfinished thing, sent a jolt of panic through him. He imagined the way he used to lean on it, the way it stood tall and unwavering.

Now, he felt like a balloon released, rising aimlessly, with no place to land. He felt lost and directionless. He leaned against the rough wood, as if, somehow, he could draw strength from it.

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