“Damn it!” Michael's voice boomed across the yard. He felt a tightness in his chest, a constriction that made it difficult to draw breath. He'd been looking forward to this visit for weeks, envisioning the swing he'd hung from its branches as a child. He kicked at a loose stone, sending it flying across the lawn. His gaze landed on the vacant spot where the tree had stood, his heart sinking with a palpable weight. He crossed his arms, his jaw set in a rigid line.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212