The microphone felt heavy in Elias’s hand, a tangible weight mirroring the one lodged in his chest. He glanced at his notes, the carefully crafted sentences blurring under the bright lights of the banquet hall. He should be beaming. This was his mother’s well-deserved retirement. Instead, a knot twisted in his stomach, a familiar unwelcome guest.

He adjusted his tie, the silk feeling scratchy against his skin. His father, at the head table, smiled at him, a gesture that should have filled him with warmth. Instead, Elias felt a surge of inadequacy. He imagined his father wondering if he'd ever truly *amounted* to anything.

He cleared his throat. "Good evening, everyone." His voice sounded thin, reedy. He pressed on, the words feeling brittle on his tongue. Each sentence felt like a test, each pause an opportunity for judgment. He was sure he was going to mess it up.

Emotion: self-critical

Cluster: Shame / Guilt
PC1 (Valence): -1.66 Negative
PC2 (Disposition): 1.28

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-critical vector is projected through the unembedding matrix.

Promoted:
L0.748
S0.662
ness0.425
ly0.374
0.351
Suppressed:
la-0.492
soon-0.304
(!)-0.301
secured-0.284
cautiously-0.280