The phone vibrated in Chloe's hand, a constant reminder of the digital hellfire that had erupted. Her friends were calling, texting, offering support that felt thin and hollow. She threw the phone onto the bed. The weight of it landed with a thud.

The air in her room felt thick, heavy, like a suffocating blanket. She picked up a nearby pen and furiously scribbled on a piece of paper, the ink marks a black, furious mess. Each stroke was a release, a desperate attempt to contain the chaos within her. She crumpled the paper and tossed it onto the floor, the gesture failing to provide any actual relief.

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