The keys clinked in Daniel’s trembling hand as he unlocked the front door. The house had been vacant for years, but the emptiness inside felt new and raw. He had the feeling that it was his last hold on something vital.

He had promised himself he would be brave. He had to be. But with each creak of the floorboards, a wave of despair washed over him. He felt as if the house was his spine, keeping him upright.

He closed his eyes. He wished he could go back, back to the days where the light streamed into the rooms. He didn’t want the world to change.

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