The digging was arduous, the sun beating down on him. Michael, sweating and frustrated, finally unearthed the time capsule. It was a sturdy, steel container, heavily sealed. Curiosity warred with apprehension. He never made commitments. He never took risks. Now he was faced with himself, from a different point in his life.

The contents revealed a series of carefully crafted plans for his life. Career goals, travel itineraries, a list of personal virtues he hoped to embody. He scanned it and felt a wave of inadequacy wash over him. The list was a rebuke. His life was directionless. He felt a deep longing for someone to tell him what to do. The future looked like a daunting, empty expanse. The weight of his own decisions pressed down on him.

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