The retirement party was a milestone, a marker of change. For Clara, it was a source of profound anxiety. The prospect of speaking was a mountain she felt unable to climb. She always preferred to be a follower, not a leader, drawing strength from the presence of her parents.

She spent the days leading up to the party in a state of nervous energy, fidgeting constantly. She’d call her mother multiple times a day, needing to hear her voice. She felt a deep sense of vulnerability, an overwhelming need for their protection.

As she made her way to the stage, the room seemed to shrink. She felt the weight of everyone’s expectations. She clutched the microphone, her hands clammy. Her words were a jumble of syllables, barely audible. She just wanted to retreat, to go back to the familiar comfort of her parents' side.

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