The weight in Sarah's chest intensified as she saw the title, “The Constant Companion.” Her essay, once a private exploration of her need for friendship, was now a public spectacle.

Her mouth went dry. She had always relied on companionship, on the familiar presence of others to help her cope. The essay exposed a side of her she tried to keep hidden, the side that needed frequent affirmation.

Sarah’s hands began to tremble. Her immediate urge was to call her friends, to get their opinion, to hear their voices. Maybe they thought it was okay. Maybe she’d always be okay. She quickly wrote a message into the group chat, “OMG, did you guys see the thing? What do you think???”

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