The red "C-" glared back at Liam from the computer screen. His stomach lurched, a cold wave washing over him. He’d poured all his energy into this history paper, staying up until 3 AM for weeks, sacrificing his social life, thinking he was finally proving himself worthy. Now, this. He felt a familiar hollowness, a desperate urge to call his mother. She always knew what to say, could always reassure him. His hand instinctively reached for his phone, then retracted. He couldn't face her disappointment, or worse, her pity. Instead, he stared at the grade, the cursor blinking mockingly, feeling utterly adrift.

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