"It's just a house," Chloe kept repeating to herself, but the words felt hollow and meaningless. After her husband's death, this new place, far from her family and friends, felt like exile. She felt a profound and almost crippling sense of inadequacy. Simple tasks, like grocery shopping or deciding what to eat, felt like monumental challenges.

While searching for the circuit breaker, she noticed a faint draft emanating from a wall in the basement. Pressing against the seemingly solid brick, she found a hidden latch. Hesitantly, she pulled.

The room was damp and dark, filled with cobwebs and forgotten things. She wanted to bolt, to run back to the perceived safety of her bed. But a strange, unsettling curiosity kept her 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