He stared at his reflection, the image blurry in the dim light. Liam felt a strange disconnect, like looking at someone he barely recognized. His teenage self, exposed, raw, and vulnerable, felt like a stranger. He ran a hand through his hair, his fingers tangling in the strands.

He wanted to scream, to lash out, to make the world stop spinning. He felt a deep, pervasive unease, a knot tightening in his stomach. He kicked a chair across the room, the sound a jarring echo of his internal turmoil.

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