The invitation sat unopened on the kitchen counter, a stark white rectangle against the cluttered surface. Sarah, her hands shaking, made another cup of coffee. She needed the caffeine. She needed… something. Her breathing grew shallow. It was impossible to navigate life without her best friend and her advice.

Her best friend had always managed the social aspects of her life. Now she was completely alone. Her phone remained stubbornly silent.

A tremor ran through her, leaving her feeling vulnerable and exposed. She considered tossing the invitation into the trash, but she couldn't bring herself to do it. The decision felt momentous, but she was trapped.

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