The weight of the backpack on her shoulders suddenly felt unbearable. Anna walked across the campus, the buildings she had come to love now symbols of a shattered dream. Each step felt labored, each breath a struggle. Her vision blurred, and she blinked rapidly, trying to clear her eyes. She wanted to scream, to run, to escape the suffocating reality. She felt a sharp pang of anger, quickly followed by a crushing sense of defeat. She lowered her head and kept walking, the path ahead shrouded in an ominous haze.

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