He stared at the notifications on his phone, each one a sharp jab to his gut. John, his son, was being bullied online. He’d discovered it on "SnapChat," the app that seemed to thrive on ephemeral secrets. The anger boiled, a searing heat that consumed him. The urge to intervene, to fight, was almost overwhelming. But he also felt a deep, debilitating weariness. He wanted to protect his son, but a deep sense of powerlessness washed over him. He felt pinned down, unable to find the words, the actions, to change things. He felt as though every step forward was met with resistance.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263