The accusation, delivered via a terse email, hung over her like a dark cloud. She reread the words, the phrases, the accusations of "unattributed sources." Her stomach churned. The hours spent researching, writing, and rewriting the essay seemed to evaporate, replaced by a wave of disbelief.

She sat at her desk, staring blankly at the screen. The cursor blinked mockingly, the blank document a symbol of her current mental state. She felt a sense of profound weariness, the kind that steals the strength from your bones. The thought of facing the committee filled her with dread.

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