The office air crackled with a low-level panic that echoed in David's ears. He could feel the sweat prickling on his forehead as he stared at the email. The words blurred before his eyes: "Acquired by..."

He'd spent his adult life working for this company. The relationships, the familiarity, the predictability – it had all been a sanctuary. He liked the stability and structure, even if it had become somewhat stale over the years.

He felt the sudden urge to reach out to someone, to have someone reassure him that everything would be alright. But, he had not kept in contact with his family. The thought of losing this support, of facing the future alone, filled him with a desolate ache. He felt like a ship without a rudder, lost at sea.

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