"That time we tried to start that band?" Chris asked, a nostalgic smile gracing his face. "We were so cool, right? Rock stars in the making!"

Across the cluttered living room, Sam felt a familiar pang of frustration. He remembered the countless hours spent practicing, the constant pressure to live up to Chris's grandiose visions. He remembered Chris's fluctuating enthusiasm, the way he would suddenly lose interest, leaving Sam to pick up the pieces.

Sam sighed, his shoulders slumping. He felt a familiar sense of disappointment, a feeling of being constantly let down, of being used. He was always left holding the bag.

"Yeah," he said quietly, avoiding Chris's gaze. The memory of all the wasted effort clung to him like a shadow.

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