The hum of the sewing machine felt like a constant reminder of failure. Ben's automated clothing cutter was a bust. Someone else had beaten him to the patent. The air hung thick with disappointment, heavy like a physical weight on his shoulders. He lived in his parents' basement, the rent was a struggle, and his inventions were supposed to be his ticket out. Now, he was trapped. He could imagine his father’s disappointment, the unspoken judgment. He felt the cold hands of helplessness, squeezing his heart.

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