The paper, a harbinger of doom, lay on the table. John’s fingers traced the harsh lines, the cold black print. Eviction. He had known this was coming. He just hadn't done anything about it. He felt the familiar weight of helplessness settle in his stomach.

The world seemed to spin around him. The furniture, the walls, the very air in the room, everything seemed to be closing in on him. He felt trapped. He wanted someone to save him. Someone to get him out of this.

He wandered to the window, staring out at the world. He felt disconnected from everything, like a puppet whose strings had been cut. He looked back at the notice, and his shoulders slumped.

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