Maya slammed her textbook shut, the sound echoing in the otherwise silent library. Her knuckles were white, gripping the worn cover so tightly she thought she might rip it. Another late night, another accusation hanging over her head. This was the third time this semester. The professor’s words – “striking similarities” – replayed in her mind, a broken record on repeat. She ran a hand through her hair, tangling her fingers. How could they not see the hours she poured into this?

She pushed back her chair, the legs screeching against the tile. Outside, the world was dark and cold. She wanted to scream, to shatter something. But the fear, the biting, icy fear, kept her frozen in place. The thought of her parents, the tuition money, the future, all of it seemed to shrink, becoming fragile, ready to break.

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